diff --git a/doc/HandWrittenNotes/2022/NotesNov242022.pdf b/doc/HandWrittenNotes/2022/NotesNov242022.pdf new file mode 100644 index 000000000..dac2df3de Binary files /dev/null and b/doc/HandWrittenNotes/2022/NotesNov242022.pdf differ diff --git a/doc/pub/week47/html/._week47-bs000.html b/doc/pub/week47/html/._week47-bs000.html index 6bd878513..759e7c5ea 100644 --- a/doc/pub/week47/html/._week47-bs000.html +++ b/doc/pub/week47/html/._week47-bs000.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -429,7 +440,7 @@ MathJax.Hub.Config({
    -

    Nov 24, 2022

    +

    Nov 25, 2022


    @@ -454,7 +465,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs001.html b/doc/pub/week47/html/._week47-bs001.html index 6d0ec4c16..6f1d5af99 100644 --- a/doc/pub/week47/html/._week47-bs001.html +++ b/doc/pub/week47/html/._week47-bs001.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -459,7 +470,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs002.html b/doc/pub/week47/html/._week47-bs002.html index 25a092a34..6a3ecfecc 100644 --- a/doc/pub/week47/html/._week47-bs002.html +++ b/doc/pub/week47/html/._week47-bs002.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -447,7 +458,7 @@ Historically, the PCA was first formulated in a statistical setting in order to
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    • diff --git a/doc/pub/week47/html/._week47-bs003.html b/doc/pub/week47/html/._week47-bs003.html index 5668eeca9..6cfc2c5e2 100644 --- a/doc/pub/week47/html/._week47-bs003.html +++ b/doc/pub/week47/html/._week47-bs003.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -462,7 +473,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs004.html b/doc/pub/week47/html/._week47-bs004.html index 8392bba4c..6d5454f6d 100644 --- a/doc/pub/week47/html/._week47-bs004.html +++ b/doc/pub/week47/html/._week47-bs004.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -456,7 +467,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs005.html b/doc/pub/week47/html/._week47-bs005.html index 55262bf6c..15149fb51 100644 --- a/doc/pub/week47/html/._week47-bs005.html +++ b/doc/pub/week47/html/._week47-bs005.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -461,7 +472,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs006.html b/doc/pub/week47/html/._week47-bs006.html index 1293e9084..9181d70fa 100644 --- a/doc/pub/week47/html/._week47-bs006.html +++ b/doc/pub/week47/html/._week47-bs006.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -451,7 +462,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs007.html b/doc/pub/week47/html/._week47-bs007.html index 10867e2f0..08ef14c8d 100644 --- a/doc/pub/week47/html/._week47-bs007.html +++ b/doc/pub/week47/html/._week47-bs007.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -448,7 +459,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs008.html b/doc/pub/week47/html/._week47-bs008.html index 732c85469..db01601df 100644 --- a/doc/pub/week47/html/._week47-bs008.html +++ b/doc/pub/week47/html/._week47-bs008.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -493,7 +504,7 @@ C = np.c
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    • diff --git a/doc/pub/week47/html/._week47-bs009.html b/doc/pub/week47/html/._week47-bs009.html index 9959f524a..6d2422b3a 100644 --- a/doc/pub/week47/html/._week47-bs009.html +++ b/doc/pub/week47/html/._week47-bs009.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -494,7 +505,7 @@ this matrix we easily see that it is a positive definite matrix.
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    • diff --git a/doc/pub/week47/html/._week47-bs010.html b/doc/pub/week47/html/._week47-bs010.html index d3ac42af3..8dc1e9a03 100644 --- a/doc/pub/week47/html/._week47-bs010.html +++ b/doc/pub/week47/html/._week47-bs010.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -475,7 +486,7 @@ correlation_matrix = Xpd19
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    • diff --git a/doc/pub/week47/html/._week47-bs011.html b/doc/pub/week47/html/._week47-bs011.html index e27eae9f0..1c80dc9fd 100644 --- a/doc/pub/week47/html/._week47-bs011.html +++ b/doc/pub/week47/html/._week47-bs011.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -513,7 +524,7 @@ matrix without them by centering our matrix elements by subtracting the mean of
  • 20
  • 21
  • ...
    • -
  • 96
    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs012.html b/doc/pub/week47/html/._week47-bs012.html index 657bd879b..005de5aa2 100644 --- a/doc/pub/week47/html/._week47-bs012.html +++ b/doc/pub/week47/html/._week47-bs012.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -454,7 +465,7 @@ $$
  • 21
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  • ...
    • -
  • 96
    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs013.html b/doc/pub/week47/html/._week47-bs013.html index 6fa1ffc21..d3f10fcdf 100644 --- a/doc/pub/week47/html/._week47-bs013.html +++ b/doc/pub/week47/html/._week47-bs013.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -457,7 +468,7 @@ $$
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  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs014.html b/doc/pub/week47/html/._week47-bs014.html index 64f0b0203..0d619afa9 100644 --- a/doc/pub/week47/html/._week47-bs014.html +++ b/doc/pub/week47/html/._week47-bs014.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -466,7 +477,7 @@ $$
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  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs015.html b/doc/pub/week47/html/._week47-bs015.html index 83124608e..32d7f883b 100644 --- a/doc/pub/week47/html/._week47-bs015.html +++ b/doc/pub/week47/html/._week47-bs015.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -464,7 +475,7 @@ features/predictors.
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs016.html b/doc/pub/week47/html/._week47-bs016.html index 1e0b3b97d..8d79babab 100644 --- a/doc/pub/week47/html/._week47-bs016.html +++ b/doc/pub/week47/html/._week47-bs016.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -466,7 +477,7 @@ those rows will be redundant.
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  • ...
    • -
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    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs017.html b/doc/pub/week47/html/._week47-bs017.html index e26c51907..185e80469 100644 --- a/doc/pub/week47/html/._week47-bs017.html +++ b/doc/pub/week47/html/._week47-bs017.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -452,7 +463,7 @@ this distribution, and store them in the \( 1000 \times 2 \) matrix \( \boldsymb
  • 26
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  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs018.html b/doc/pub/week47/html/._week47-bs018.html index 7d35b4330..269b0f57e 100644 --- a/doc/pub/week47/html/._week47-bs018.html +++ b/doc/pub/week47/html/._week47-bs018.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -472,7 +483,7 @@ X = np.r
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  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs019.html b/doc/pub/week47/html/._week47-bs019.html index 804d348e8..defd31289 100644 --- a/doc/pub/week47/html/._week47-bs019.html +++ b/doc/pub/week47/html/._week47-bs019.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -481,7 +492,7 @@ X_centered = X
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  • ...
    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs020.html b/doc/pub/week47/html/._week47-bs020.html index 6bffd88f5..d17c6f8bd 100644 --- a/doc/pub/week47/html/._week47-bs020.html +++ b/doc/pub/week47/html/._week47-bs020.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -448,7 +459,7 @@ specific case.
  • 29
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  • ...
    • -
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    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs021.html b/doc/pub/week47/html/._week47-bs021.html index a61213d54..f7b7877f1 100644 --- a/doc/pub/week47/html/._week47-bs021.html +++ b/doc/pub/week47/html/._week47-bs021.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -511,7 +522,7 @@ plt.show()
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs022.html b/doc/pub/week47/html/._week47-bs022.html index cfb6ccda2..d0dabbf33 100644 --- a/doc/pub/week47/html/._week47-bs022.html +++ b/doc/pub/week47/html/._week47-bs022.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -442,7 +453,7 @@ The plot shows how the data are clustered around a line with slope close to one.
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    • -
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    • diff --git a/doc/pub/week47/html/._week47-bs023.html b/doc/pub/week47/html/._week47-bs023.html index f09feca6f..7dbee9768 100644 --- a/doc/pub/week47/html/._week47-bs023.html +++ b/doc/pub/week47/html/._week47-bs023.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -459,7 +470,7 @@ $$
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    • -
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs024.html b/doc/pub/week47/html/._week47-bs024.html index b19d46928..8eb14f350 100644 --- a/doc/pub/week47/html/._week47-bs024.html +++ b/doc/pub/week47/html/._week47-bs024.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -492,7 +503,7 @@ X2Dsl = pca.33
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs025.html b/doc/pub/week47/html/._week47-bs025.html index b95008b28..10ce8816b 100644 --- a/doc/pub/week47/html/._week47-bs025.html +++ b/doc/pub/week47/html/._week47-bs025.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -454,7 +465,7 @@ eigenvectors of the covariance(correlations matrix).
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    • diff --git a/doc/pub/week47/html/._week47-bs026.html b/doc/pub/week47/html/._week47-bs026.html index 0e2cf6b78..7bd170328 100644 --- a/doc/pub/week47/html/._week47-bs026.html +++ b/doc/pub/week47/html/._week47-bs026.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -494,7 +505,7 @@ chapter 12.4 and discussion therein.
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    • diff --git a/doc/pub/week47/html/._week47-bs027.html b/doc/pub/week47/html/._week47-bs027.html index f3adb88fa..16189c9e0 100644 --- a/doc/pub/week47/html/._week47-bs027.html +++ b/doc/pub/week47/html/._week47-bs027.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -527,7 +538,7 @@ X2D = X_centered36
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs028.html b/doc/pub/week47/html/._week47-bs028.html index 035381388..43295ec4e 100644 --- a/doc/pub/week47/html/._week47-bs028.html +++ b/doc/pub/week47/html/._week47-bs028.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -501,7 +512,7 @@ variance that lies along the axis of each principal component.
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    • diff --git a/doc/pub/week47/html/._week47-bs029.html b/doc/pub/week47/html/._week47-bs029.html index cf3b9f6b0..ed74a3b3d 100644 --- a/doc/pub/week47/html/._week47-bs029.html +++ b/doc/pub/week47/html/._week47-bs029.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -554,7 +565,7 @@ X_reduced = pca
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    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs030.html b/doc/pub/week47/html/._week47-bs030.html index 621d67711..456e7d062 100644 --- a/doc/pub/week47/html/._week47-bs030.html +++ b/doc/pub/week47/html/._week47-bs030.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -489,7 +500,7 @@ X_reduced = rbf_pca39
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs031.html b/doc/pub/week47/html/._week47-bs031.html index b85026593..25adb6e0f 100644 --- a/doc/pub/week47/html/._week47-bs031.html +++ b/doc/pub/week47/html/._week47-bs031.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -447,7 +458,7 @@ MathJax.Hub.Config({
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    • -
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs032.html b/doc/pub/week47/html/._week47-bs032.html index 93fa5cd67..e035353e2 100644 --- a/doc/pub/week47/html/._week47-bs032.html +++ b/doc/pub/week47/html/._week47-bs032.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -450,7 +461,7 @@ common is the Euclidean distance.
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    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs033.html b/doc/pub/week47/html/._week47-bs033.html index 6411ca516..83225803e 100644 --- a/doc/pub/week47/html/._week47-bs033.html +++ b/doc/pub/week47/html/._week47-bs033.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ These will be discussed in more detail later. The \( k \)-means algorithm is a
  • 42
  • 43
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs034.html b/doc/pub/week47/html/._week47-bs034.html index 076506204..9bd2ad191 100644 --- a/doc/pub/week47/html/._week47-bs034.html +++ b/doc/pub/week47/html/._week47-bs034.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -458,7 +469,7 @@ data-point \( \bf x_i \) to the \( k \)-th cluster.
  • 43
  • 44
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs035.html b/doc/pub/week47/html/._week47-bs035.html index b1ed3c710..87c022244 100644 --- a/doc/pub/week47/html/._week47-bs035.html +++ b/doc/pub/week47/html/._week47-bs035.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -456,7 +467,7 @@ $$
  • 44
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  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs036.html b/doc/pub/week47/html/._week47-bs036.html index c257ba16f..1bf65e02b 100644 --- a/doc/pub/week47/html/._week47-bs036.html +++ b/doc/pub/week47/html/._week47-bs036.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -460,7 +471,7 @@ because of its relation to the total scatter.
  • 45
  • 46
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs037.html b/doc/pub/week47/html/._week47-bs037.html index e26f4f21a..71e8c42e7 100644 --- a/doc/pub/week47/html/._week47-bs037.html +++ b/doc/pub/week47/html/._week47-bs037.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -456,7 +467,7 @@ conserved.
  • 46
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  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs038.html b/doc/pub/week47/html/._week47-bs038.html index 32c5db273..486acc431 100644 --- a/doc/pub/week47/html/._week47-bs038.html +++ b/doc/pub/week47/html/._week47-bs038.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -446,7 +457,7 @@ $$
  • 47
  • 48
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs039.html b/doc/pub/week47/html/._week47-bs039.html index ba12ef8ac..f4f2ec38e 100644 --- a/doc/pub/week47/html/._week47-bs039.html +++ b/doc/pub/week47/html/._week47-bs039.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ MathJax.Hub.Config({
  • 48
  • 49
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs040.html b/doc/pub/week47/html/._week47-bs040.html index 1f0a630e6..846c3c579 100644 --- a/doc/pub/week47/html/._week47-bs040.html +++ b/doc/pub/week47/html/._week47-bs040.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ MathJax.Hub.Config({
  • 49
  • 50
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs041.html b/doc/pub/week47/html/._week47-bs041.html index 0fa2e6f61..971838ac9 100644 --- a/doc/pub/week47/html/._week47-bs041.html +++ b/doc/pub/week47/html/._week47-bs041.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -555,7 +566,7 @@ data = generate_simple_clustering_dataset()
  • 50
  • 51
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs042.html b/doc/pub/week47/html/._week47-bs042.html index eff6bae1f..e5d853f5c 100644 --- a/doc/pub/week47/html/._week47-bs042.html +++ b/doc/pub/week47/html/._week47-bs042.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -498,7 +509,7 @@ cluster_labels = np51
  • 52
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs043.html b/doc/pub/week47/html/._week47-bs043.html index fa288cd55..38ff8e773 100644 --- a/doc/pub/week47/html/._week47-bs043.html +++ b/doc/pub/week47/html/._week47-bs043.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -484,7 +495,7 @@ or a maximum amount of iterations.
  • 52
  • 53
  • ...
    • -
  • 96
    • +
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs044.html b/doc/pub/week47/html/._week47-bs044.html index fc810a2d6..17ad8fe7c 100644 --- a/doc/pub/week47/html/._week47-bs044.html +++ b/doc/pub/week47/html/._week47-bs044.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -505,7 +516,7 @@ tolerance = 1e-
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    • diff --git a/doc/pub/week47/html/._week47-bs045.html b/doc/pub/week47/html/._week47-bs045.html index 2a3c68b2e..2b2eff590 100644 --- a/doc/pub/week47/html/._week47-bs045.html +++ b/doc/pub/week47/html/._week47-bs045.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -564,7 +575,7 @@ plt.show()
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    • diff --git a/doc/pub/week47/html/._week47-bs046.html b/doc/pub/week47/html/._week47-bs046.html index d46f21dd7..770c34506 100644 --- a/doc/pub/week47/html/._week47-bs046.html +++ b/doc/pub/week47/html/._week47-bs046.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -438,7 +449,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs047.html b/doc/pub/week47/html/._week47-bs047.html index 34c9743f1..798efe2a3 100644 --- a/doc/pub/week47/html/._week47-bs047.html +++ b/doc/pub/week47/html/._week47-bs047.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -443,7 +454,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs048.html b/doc/pub/week47/html/._week47-bs048.html index f8ac77b42..96c55fafb 100644 --- a/doc/pub/week47/html/._week47-bs048.html +++ b/doc/pub/week47/html/._week47-bs048.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ statistical learning.
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    • diff --git a/doc/pub/week47/html/._week47-bs049.html b/doc/pub/week47/html/._week47-bs049.html index 17f00e1cc..ab572d773 100644 --- a/doc/pub/week47/html/._week47-bs049.html +++ b/doc/pub/week47/html/._week47-bs049.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -455,7 +466,7 @@ frequentist approach.
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    • diff --git a/doc/pub/week47/html/._week47-bs050.html b/doc/pub/week47/html/._week47-bs050.html index 28e1f42ee..ab1b2e3f4 100644 --- a/doc/pub/week47/html/._week47-bs050.html +++ b/doc/pub/week47/html/._week47-bs050.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -459,7 +470,7 @@ event. The belief can be updated in the light of new evidence.
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    • diff --git a/doc/pub/week47/html/._week47-bs051.html b/doc/pub/week47/html/._week47-bs051.html index d0265c9c3..0f195effd 100644 --- a/doc/pub/week47/html/._week47-bs051.html +++ b/doc/pub/week47/html/._week47-bs051.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -444,7 +455,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs052.html b/doc/pub/week47/html/._week47-bs052.html index b909b40c9..498016bcb 100644 --- a/doc/pub/week47/html/._week47-bs052.html +++ b/doc/pub/week47/html/._week47-bs052.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -448,7 +459,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs053.html b/doc/pub/week47/html/._week47-bs053.html index aafd98bf4..5cf93553c 100644 --- a/doc/pub/week47/html/._week47-bs053.html +++ b/doc/pub/week47/html/._week47-bs053.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -467,7 +478,7 @@ MathJax.Hub.Config({
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs054.html b/doc/pub/week47/html/._week47-bs054.html index 0aa864304..8de8a6e87 100644 --- a/doc/pub/week47/html/._week47-bs054.html +++ b/doc/pub/week47/html/._week47-bs054.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -459,7 +470,7 @@ ethical conduct is emphasized throughout the course.
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    • diff --git a/doc/pub/week47/html/._week47-bs055.html b/doc/pub/week47/html/._week47-bs055.html index d2251664b..e41f37914 100644 --- a/doc/pub/week47/html/._week47-bs055.html +++ b/doc/pub/week47/html/._week47-bs055.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -450,7 +461,7 @@ Neural Networks, etc.. Similarly, the search for Higgs was a statistical lea
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    • diff --git a/doc/pub/week47/html/._week47-bs056.html b/doc/pub/week47/html/._week47-bs056.html index dc44f3364..f01f123a3 100644 --- a/doc/pub/week47/html/._week47-bs056.html +++ b/doc/pub/week47/html/._week47-bs056.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -447,7 +458,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs057.html b/doc/pub/week47/html/._week47-bs057.html index 9abab3530..05194063d 100644 --- a/doc/pub/week47/html/._week47-bs057.html +++ b/doc/pub/week47/html/._week47-bs057.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs058.html b/doc/pub/week47/html/._week47-bs058.html index c664749e9..8aee04357 100644 --- a/doc/pub/week47/html/._week47-bs058.html +++ b/doc/pub/week47/html/._week47-bs058.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -443,7 +454,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs059.html b/doc/pub/week47/html/._week47-bs059.html index 997a35749..fa120fb63 100644 --- a/doc/pub/week47/html/._week47-bs059.html +++ b/doc/pub/week47/html/._week47-bs059.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -460,7 +471,7 @@ covariance (uncorrelated with unit variances).
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    • diff --git a/doc/pub/week47/html/._week47-bs060.html b/doc/pub/week47/html/._week47-bs060.html index 0eb21e75b..6395dd493 100644 --- a/doc/pub/week47/html/._week47-bs060.html +++ b/doc/pub/week47/html/._week47-bs060.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -450,7 +461,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs061.html b/doc/pub/week47/html/._week47-bs061.html index b9f53e8dc..e0b9da06e 100644 --- a/doc/pub/week47/html/._week47-bs061.html +++ b/doc/pub/week47/html/._week47-bs061.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -454,7 +465,7 @@ set of hyperparameters and regularization methods.
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    • diff --git a/doc/pub/week47/html/._week47-bs062.html b/doc/pub/week47/html/._week47-bs062.html index 3aa8a0734..23c3ed539 100644 --- a/doc/pub/week47/html/._week47-bs062.html +++ b/doc/pub/week47/html/._week47-bs062.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs063.html b/doc/pub/week47/html/._week47-bs063.html index 18304504a..3d772b6d6 100644 --- a/doc/pub/week47/html/._week47-bs063.html +++ b/doc/pub/week47/html/._week47-bs063.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -450,7 +461,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs064.html b/doc/pub/week47/html/._week47-bs064.html index 2c6a9f724..4e75a117a 100644 --- a/doc/pub/week47/html/._week47-bs064.html +++ b/doc/pub/week47/html/._week47-bs064.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -442,7 +453,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs065.html b/doc/pub/week47/html/._week47-bs065.html index 80786e9a5..8ac4617a0 100644 --- a/doc/pub/week47/html/._week47-bs065.html +++ b/doc/pub/week47/html/._week47-bs065.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -455,7 +466,7 @@ networks have been proposed, such as
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    • diff --git a/doc/pub/week47/html/._week47-bs066.html b/doc/pub/week47/html/._week47-bs066.html index af9a54877..ba6330c89 100644 --- a/doc/pub/week47/html/._week47-bs066.html +++ b/doc/pub/week47/html/._week47-bs066.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -464,7 +475,7 @@ Some of the most common tasks are:
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    • diff --git a/doc/pub/week47/html/._week47-bs067.html b/doc/pub/week47/html/._week47-bs067.html index dffcb704e..dea9524aa 100644 --- a/doc/pub/week47/html/._week47-bs067.html +++ b/doc/pub/week47/html/._week47-bs067.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -446,7 +457,7 @@ One of the major reasons is that they can be stacked layer-wise to build deep ne
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    • diff --git a/doc/pub/week47/html/._week47-bs068.html b/doc/pub/week47/html/._week47-bs068.html index b6a449428..2eb888279 100644 --- a/doc/pub/week47/html/._week47-bs068.html +++ b/doc/pub/week47/html/._week47-bs068.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -449,7 +460,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs069.html b/doc/pub/week47/html/._week47-bs069.html index a03d93cca..47bccc444 100644 --- a/doc/pub/week47/html/._week47-bs069.html +++ b/doc/pub/week47/html/._week47-bs069.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -445,7 +456,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs070.html b/doc/pub/week47/html/._week47-bs070.html index d442da80a..7dec88359 100644 --- a/doc/pub/week47/html/._week47-bs070.html +++ b/doc/pub/week47/html/._week47-bs070.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -470,7 +481,7 @@ the learned distribution.
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    • diff --git a/doc/pub/week47/html/._week47-bs071.html b/doc/pub/week47/html/._week47-bs071.html index 0a2f5db0d..7a6f901da 100644 --- a/doc/pub/week47/html/._week47-bs071.html +++ b/doc/pub/week47/html/._week47-bs071.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -466,7 +477,7 @@ Here we take away all lateral connections between nodes in the visible layer as
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    • diff --git a/doc/pub/week47/html/._week47-bs072.html b/doc/pub/week47/html/._week47-bs072.html index e7eafe918..475afdb97 100644 --- a/doc/pub/week47/html/._week47-bs072.html +++ b/doc/pub/week47/html/._week47-bs072.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -444,7 +455,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs073.html b/doc/pub/week47/html/._week47-bs073.html index 27a8130d9..a8f2f7fed 100644 --- a/doc/pub/week47/html/._week47-bs073.html +++ b/doc/pub/week47/html/._week47-bs073.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -443,7 +454,7 @@ MathJax.Hub.Config({
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    • diff --git a/doc/pub/week47/html/._week47-bs074.html b/doc/pub/week47/html/._week47-bs074.html index 89075cfef..703f9b0a4 100644 --- a/doc/pub/week47/html/._week47-bs074.html +++ b/doc/pub/week47/html/._week47-bs074.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -452,7 +463,7 @@ over (integrated out).
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    • diff --git a/doc/pub/week47/html/._week47-bs075.html b/doc/pub/week47/html/._week47-bs075.html index 27e810ebc..21fdd0bc8 100644 --- a/doc/pub/week47/html/._week47-bs075.html +++ b/doc/pub/week47/html/._week47-bs075.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -456,7 +467,7 @@ $$
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    • diff --git a/doc/pub/week47/html/._week47-bs076.html b/doc/pub/week47/html/._week47-bs076.html index c21e2bc04..ef65f569a 100644 --- a/doc/pub/week47/html/._week47-bs076.html +++ b/doc/pub/week47/html/._week47-bs076.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -457,7 +468,7 @@ $$
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  • »
    • diff --git a/doc/pub/week47/html/._week47-bs077.html b/doc/pub/week47/html/._week47-bs077.html index ab5688429..7280de294 100644 --- a/doc/pub/week47/html/._week47-bs077.html +++ b/doc/pub/week47/html/._week47-bs077.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -470,7 +481,7 @@ $$
  • 86
  • 87
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/._week47-bs078.html b/doc/pub/week47/html/._week47-bs078.html index 14dea7b3c..7f8d03385 100644 --- a/doc/pub/week47/html/._week47-bs078.html +++ b/doc/pub/week47/html/._week47-bs078.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -450,7 +461,7 @@ MathJax.Hub.Config({
  • 87
  • 88
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/week47-bs.html b/doc/pub/week47/html/week47-bs.html index 6bd878513..759e7c5ea 100644 --- a/doc/pub/week47/html/week47-bs.html +++ b/doc/pub/week47/html/week47-bs.html @@ -252,6 +252,10 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -264,6 +268,11 @@ doconce format html week47.do.txt --html_style=bootstrap --pygments_html_style=d ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -393,13 +402,15 @@ MathJax.Hub.Config({
  • Meta learning
  • The Challenges Facing Machine Learning
  • Explainable machine learning
    • -
  • Quantum machine learning
    • -
  • Quantum machine learning algorithms based on linear algebra
    • -
  • Quantum reinforcement learning
    • -
  • Quantum deep learning
    • -
  • Social machine learning
    • -
  • The last words?
    • -
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • +
  • Scientific Machine Learning
    • +
  • Quantum machine learning
    • +
  • Quantum machine learning algorithms based on linear algebra
    • +
  • Quantum reinforcement learning
    • +
  • Quantum deep learning
    • +
  • Social machine learning
    • +
  • The last words?
    • +
  • AI/ML and some statements you may have heard (and what do they mean?)
    • +
  • Best wishes to you all and thanks so much for your heroic efforts this semester
    • @@ -429,7 +440,7 @@ MathJax.Hub.Config({
    -

    Nov 24, 2022

    +

    Nov 25, 2022


    @@ -454,7 +465,7 @@ MathJax.Hub.Config({
  • 9
  • 10
  • ...
    • -
  • 96
    • +
  • 98
  • »
    • diff --git a/doc/pub/week47/html/week47-reveal.html b/doc/pub/week47/html/week47-reveal.html index f569c3359..d6fcd5a9d 100644 --- a/doc/pub/week47/html/week47-reveal.html +++ b/doc/pub/week47/html/week47-reveal.html @@ -184,7 +184,7 @@ MathJax.Hub.Config({
    -

    Nov 24, 2022

    +

    Nov 25, 2022


    @@ -2968,6 +2968,28 @@ problems by logical reasoning. Bayesian Machine Learning is one of the exciting research directions in this field. +
    +

    Scientific Machine Learning

    + +

    An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041

    + +
    + +

    +

    The authors discuss applications and techniques for fast machine +learning (ML) in science – the concept of integrating power ML +methods into the real-time experimental data processing loop to +accelerate scientific discovery. The report covers three main areas +

    + +
      +

    1. applications for fast ML across a number of scientific domains;
      2. +

    2. techniques for training and implementing performant and resource-efficient ML algorithms;
      3. +

    3. and computing architectures, platforms, and technologies for deploying these algorithms.
      4. +
    +
    +
    +

    Quantum machine learning

    @@ -3072,6 +3094,20 @@ topics. Together, we will not just predict the future, but create it.

    +
    +

    AI/ML and some statements you may have heard (and what do they mean?)

    + +
      +

    1. Fei-Fei Li on ImageNet: map out the entire world of objects (The data that transformed AI research)
      2. +

    2. Russell and Norvig in their popular textbook: relevant to any intellectual task; it is truly a universal field (Artificial Intelligence, A modern approach)
      3. +

    3. Woody Bledsoe puts it more bluntly: in the long run, AI is the only science (quoted in Pamilla McCorduck, Machines who think)
      4. +
    +

    +

    If you wish to have a critical read on AI/ML from a societal point of view, see Kate Crawford's recent text Atlas of AI

    + +Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis +
    +

    Best wishes to you all and thanks so much for your heroic efforts this semester

    diff --git a/doc/pub/week47/html/week47-solarized.html b/doc/pub/week47/html/week47-solarized.html index c0f7075b6..a69053b32 100644 --- a/doc/pub/week47/html/week47-solarized.html +++ b/doc/pub/week47/html/week47-solarized.html @@ -279,6 +279,10 @@ div.toc p,a { 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -291,6 +295,11 @@ div.toc p,a { ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -333,7 +342,7 @@ MathJax.Hub.Config({
    -

    Nov 24, 2022

    +

    Nov 25, 2022


    @@ -2906,6 +2915,28 @@ problems by logical reasoning. Bayesian Machine Learning is one of the exciting research directions in this field. +









    +

    Scientific Machine Learning

    + +

    An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041

    + +
    + +

    +

    The authors discuss applications and techniques for fast machine +learning (ML) in science – the concept of integrating power ML +methods into the real-time experimental data processing loop to +accelerate scientific discovery. The report covers three main areas +

    + +
      +
    1. applications for fast ML across a number of scientific domains;
      2. +
    2. techniques for training and implementing performant and resource-efficient ML algorithms;
      3. +
    3. and computing architectures, platforms, and technologies for deploying these algorithms.
      4. +
    +
    + +









    Quantum machine learning

    @@ -3004,6 +3035,18 @@ need to work together to advance these important research topics. Together, we will not just predict the future, but create it.

    +









    +

    AI/ML and some statements you may have heard (and what do they mean?)

    + +
      +
    1. Fei-Fei Li on ImageNet: map out the entire world of objects (The data that transformed AI research)
      2. +
    2. Russell and Norvig in their popular textbook: relevant to any intellectual task; it is truly a universal field (Artificial Intelligence, A modern approach)
      3. +
    3. Woody Bledsoe puts it more bluntly: in the long run, AI is the only science (quoted in Pamilla McCorduck, Machines who think)
      4. +
    +

    If you wish to have a critical read on AI/ML from a societal point of view, see Kate Crawford's recent text Atlas of AI

    + +Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis +









    Best wishes to you all and thanks so much for your heroic efforts this semester

    diff --git a/doc/pub/week47/html/week47.html b/doc/pub/week47/html/week47.html index 1731d29e7..47ed88ed5 100644 --- a/doc/pub/week47/html/week47.html +++ b/doc/pub/week47/html/week47.html @@ -356,6 +356,10 @@ div.toc p,a { 2, None, 'explainable-machine-learning'), + ('Scientific Machine Learning', + 2, + None, + 'scientific-machine-learning'), ('Quantum machine learning', 2, None, 'quantum-machine-learning'), ('Quantum machine learning algorithms based on linear algebra', 2, @@ -368,6 +372,11 @@ div.toc p,a { ('Quantum deep learning', 2, None, 'quantum-deep-learning'), ('Social machine learning', 2, None, 'social-machine-learning'), ('The last words?', 2, None, 'the-last-words'), + ('AI/ML and some statements you may have heard (and what do they ' + 'mean?)', + 2, + None, + 'ai-ml-and-some-statements-you-may-have-heard-and-what-do-they-mean'), ('Best wishes to you all and thanks so much for your heroic ' 'efforts this semester', 2, @@ -410,7 +419,7 @@ MathJax.Hub.Config({
    -

    Nov 24, 2022

    +

    Nov 25, 2022


    @@ -2983,6 +2992,28 @@ problems by logical reasoning. Bayesian Machine Learning is one of the exciting research directions in this field. +









    +

    Scientific Machine Learning

    + +

    An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041

    + +
    + +

    +

    The authors discuss applications and techniques for fast machine +learning (ML) in science – the concept of integrating power ML +methods into the real-time experimental data processing loop to +accelerate scientific discovery. The report covers three main areas +

    + +
      +
    1. applications for fast ML across a number of scientific domains;
      2. +
    2. techniques for training and implementing performant and resource-efficient ML algorithms;
      3. +
    3. and computing architectures, platforms, and technologies for deploying these algorithms.
      4. +
    +
    + +









    Quantum machine learning

    @@ -3081,6 +3112,18 @@ need to work together to advance these important research topics. Together, we will not just predict the future, but create it.

    +









    +

    AI/ML and some statements you may have heard (and what do they mean?)

    + +
      +
    1. Fei-Fei Li on ImageNet: map out the entire world of objects (The data that transformed AI research)
      2. +
    2. Russell and Norvig in their popular textbook: relevant to any intellectual task; it is truly a universal field (Artificial Intelligence, A modern approach)
      3. +
    3. Woody Bledsoe puts it more bluntly: in the long run, AI is the only science (quoted in Pamilla McCorduck, Machines who think)
      4. +
    +

    If you wish to have a critical read on AI/ML from a societal point of view, see Kate Crawford's recent text Atlas of AI

    + +Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis +









    Best wishes to you all and thanks so much for your heroic efforts this semester

    diff --git a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz index 1f1ddaafc..96a3677b7 100644 Binary files a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz and b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz differ diff --git a/doc/pub/week47/ipynb/week47.ipynb b/doc/pub/week47/ipynb/week47.ipynb index 5c90e5720..13474f5b3 100644 --- a/doc/pub/week47/ipynb/week47.ipynb +++ b/doc/pub/week47/ipynb/week47.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "1eb5bea9", + "id": "006ad476", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "7e2b5d28", + "id": "b4fef5a6", "metadata": { "editable": true }, @@ -22,14 +22,14 @@ "# Week 47: Unsupervised learning (PCA and Clustering) and Summary of Course\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Nov 24, 2022**\n", + "Date: **Nov 25, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "3d0a3fd6", + "id": "2928f2a9", "metadata": { "editable": true }, @@ -57,7 +57,7 @@ }, { "cell_type": "markdown", - "id": "f8c766e3", + "id": "64cb5ec0", "metadata": { "editable": true }, @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "9c37d5ab", + "id": "dc3c81b7", "metadata": { "editable": true }, @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "4b6fa50c", + "id": "e60e2667", "metadata": { "editable": true }, @@ -114,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "fdcdd0c1", + "id": "0121ca1a", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "8a225893", + "id": "c159e916", "metadata": { "editable": true }, @@ -136,7 +136,7 @@ }, { "cell_type": "markdown", - "id": "a7348be2", + "id": "ba7ca09b", "metadata": { "editable": true }, @@ -146,7 +146,7 @@ }, { "cell_type": "markdown", - "id": "64b8a051", + "id": "af6dd296", "metadata": { "editable": true }, @@ -158,7 +158,7 @@ }, { "cell_type": "markdown", - "id": "aa0751a7", + "id": "42fb92ae", "metadata": { "editable": true }, @@ -168,7 +168,7 @@ }, { "cell_type": "markdown", - "id": "41abf50e", + "id": "3da98f28", "metadata": { "editable": true }, @@ -182,7 +182,7 @@ }, { "cell_type": "markdown", - "id": "0ea17959", + "id": "e3f2b2c9", "metadata": { "editable": true }, @@ -197,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "f35829ff", + "id": "637a784a", "metadata": { "editable": true }, @@ -209,7 +209,7 @@ }, { "cell_type": "markdown", - "id": "a1882301", + "id": "2a345c4f", "metadata": { "editable": true }, @@ -222,7 +222,7 @@ }, { "cell_type": "markdown", - "id": "0f89ccab", + "id": "8123e74f", "metadata": { "editable": true }, @@ -236,7 +236,7 @@ }, { "cell_type": "markdown", - "id": "e72e2111", + "id": "cbe78736", "metadata": { "editable": true }, @@ -246,7 +246,7 @@ }, { "cell_type": "markdown", - "id": "8ed82b4e", + "id": "32b74067", "metadata": { "editable": true }, @@ -258,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "d845fb26", + "id": "326c21b9", "metadata": { "editable": true }, @@ -277,7 +277,7 @@ }, { "cell_type": "markdown", - "id": "d920b16a", + "id": "2b9cec30", "metadata": { "editable": true }, @@ -289,7 +289,7 @@ }, { "cell_type": "markdown", - "id": "ea9ecda9", + "id": "61a6848d", "metadata": { "editable": true }, @@ -301,7 +301,7 @@ }, { "cell_type": "markdown", - "id": "f82b9880", + "id": "877180f8", "metadata": { "editable": true }, @@ -311,7 +311,7 @@ }, { "cell_type": "markdown", - "id": "bd19fedb", + "id": "737df82f", "metadata": { "editable": true }, @@ -323,7 +323,7 @@ }, { "cell_type": "markdown", - "id": "e44bfb1b", + "id": "a7607910", "metadata": { "editable": true }, @@ -337,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "354e6773", + "id": "35ae3720", "metadata": { "editable": true }, @@ -356,7 +356,7 @@ }, { "cell_type": "markdown", - "id": "48f55c1e", + "id": "24fa9f29", "metadata": { "editable": true }, @@ -368,7 +368,7 @@ }, { "cell_type": "markdown", - "id": "c4d7e097", + "id": "01108193", "metadata": { "editable": true }, @@ -387,7 +387,7 @@ }, { "cell_type": "markdown", - "id": "41206f50", + "id": "c0df34fd", "metadata": { "editable": true }, @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "fbd32bf9", + "id": "8e4eb9c5", "metadata": { "editable": true }, @@ -421,7 +421,7 @@ }, { "cell_type": "markdown", - "id": "2a4097ef", + "id": "e59071f2", "metadata": { "editable": true }, @@ -436,7 +436,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "3378d3d8", + "id": "1501bb8f", "metadata": { "collapsed": false, "editable": true @@ -457,7 +457,7 @@ }, { "cell_type": "markdown", - "id": "0606a2bc", + "id": "2dd40df7", "metadata": { "editable": true }, @@ -474,7 +474,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "b0363975", + "id": "6d67244c", "metadata": { "collapsed": false, "editable": true @@ -506,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "ac2a399c", + "id": "74005462", "metadata": { "editable": true }, @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "e2486df1", + "id": "4ffdf606", "metadata": { "editable": true }, @@ -533,7 +533,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "a3880fe4", + "id": "8d1a7b43", "metadata": { "collapsed": false, "editable": true @@ -557,7 +557,7 @@ }, { "cell_type": "markdown", - "id": "87105092", + "id": "b417a3e3", "metadata": { "editable": true }, @@ -570,7 +570,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "e7408c3a", + "id": "e3f57464", "metadata": { "collapsed": false, "editable": true @@ -624,7 +624,7 @@ }, { "cell_type": "markdown", - "id": "bc3c4fc5", + "id": "164efd8f", "metadata": { "editable": true }, @@ -639,7 +639,7 @@ }, { "cell_type": "markdown", - "id": "d024409a", + "id": "33c597c2", "metadata": { "editable": true }, @@ -651,7 +651,7 @@ }, { "cell_type": "markdown", - "id": "2f87d2f2", + "id": "e32a172c", "metadata": { "editable": true }, @@ -663,7 +663,7 @@ }, { "cell_type": "markdown", - "id": "b813f1ad", + "id": "c6c92c74", "metadata": { "editable": true }, @@ -673,7 +673,7 @@ }, { "cell_type": "markdown", - "id": "26e3e0d8", + "id": "f8355d6c", "metadata": { "editable": true }, @@ -690,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "e3802c47", + "id": "7e2a13e1", "metadata": { "editable": true }, @@ -702,7 +702,7 @@ }, { "cell_type": "markdown", - "id": "d9bf9642", + "id": "27d7f530", "metadata": { "editable": true }, @@ -717,7 +717,7 @@ }, { "cell_type": "markdown", - "id": "c4ec3e2d", + "id": "b7a43b27", "metadata": { "editable": true }, @@ -727,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "96bf08f7", + "id": "114117e1", "metadata": { "editable": true }, @@ -741,7 +741,7 @@ }, { "cell_type": "markdown", - "id": "14511ecd", + "id": "f66ea664", "metadata": { "editable": true }, @@ -753,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "a267f0ce", + "id": "954a6481", "metadata": { "editable": true }, @@ -765,7 +765,7 @@ }, { "cell_type": "markdown", - "id": "7a6a6bb9", + "id": "85bc48e1", "metadata": { "editable": true }, @@ -777,7 +777,7 @@ }, { "cell_type": "markdown", - "id": "a9b54353", + "id": "6aa1d279", "metadata": { "editable": true }, @@ -792,7 +792,7 @@ }, { "cell_type": "markdown", - "id": "20beb610", + "id": "94d769bb", "metadata": { "editable": true }, @@ -804,7 +804,7 @@ }, { "cell_type": "markdown", - "id": "263042f1", + "id": "7faa737f", "metadata": { "editable": true }, @@ -814,7 +814,7 @@ }, { "cell_type": "markdown", - "id": "4733e534", + "id": "5e6f3379", "metadata": { "editable": true }, @@ -826,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "7cd0a8d3", + "id": "4c67b3c9", "metadata": { "editable": true }, @@ -836,7 +836,7 @@ }, { "cell_type": "markdown", - "id": "b75971de", + "id": "1fbfd20e", "metadata": { "editable": true }, @@ -848,7 +848,7 @@ }, { "cell_type": "markdown", - "id": "b6fe0bc4", + "id": "88a4e740", "metadata": { "editable": true }, @@ -886,7 +886,7 @@ }, { "cell_type": "markdown", - "id": "d370d658", + "id": "96b47cad", "metadata": { "editable": true }, @@ -920,7 +920,7 @@ }, { "cell_type": "markdown", - "id": "80863908", + "id": "1fc30a4f", "metadata": { "editable": true }, @@ -933,7 +933,7 @@ }, { "cell_type": "markdown", - "id": "4576c767", + "id": "17763e8e", "metadata": { "editable": true }, @@ -947,7 +947,7 @@ }, { "cell_type": "markdown", - "id": "dc4ec2de", + "id": "9c19a364", "metadata": { "editable": true }, @@ -959,7 +959,7 @@ }, { "cell_type": "markdown", - "id": "0af7320d", + "id": "91f270ab", "metadata": { "editable": true }, @@ -972,7 +972,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "efed5557", + "id": "57321644", "metadata": { "collapsed": false, "editable": true @@ -993,7 +993,7 @@ }, { "cell_type": "markdown", - "id": "5b02320f", + "id": "1c220b6f", "metadata": { "editable": true }, @@ -1003,7 +1003,7 @@ }, { "cell_type": "markdown", - "id": "41731f97", + "id": "4ad6f8e8", "metadata": { "editable": true }, @@ -1015,7 +1015,7 @@ }, { "cell_type": "markdown", - "id": "6ecb030d", + "id": "878d16ee", "metadata": { "editable": true }, @@ -1027,7 +1027,7 @@ }, { "cell_type": "markdown", - "id": "edb7d948", + "id": "632f3f70", "metadata": { "editable": true }, @@ -1037,7 +1037,7 @@ }, { "cell_type": "markdown", - "id": "ef817c3a", + "id": "d5530c2d", "metadata": { "editable": true }, @@ -1049,7 +1049,7 @@ }, { "cell_type": "markdown", - "id": "9d5d6092", + "id": "bc23ec23", "metadata": { "editable": true }, @@ -1063,7 +1063,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "63f962f0", + "id": "64884786", "metadata": { "collapsed": false, "editable": true @@ -1079,7 +1079,7 @@ }, { "cell_type": "markdown", - "id": "ef6f36fb", + "id": "76124e85", "metadata": { "editable": true }, @@ -1098,7 +1098,7 @@ }, { "cell_type": "markdown", - "id": "ffeda9ec", + "id": "d6af7ac2", "metadata": { "editable": true }, @@ -1110,7 +1110,7 @@ }, { "cell_type": "markdown", - "id": "da40df7e", + "id": "ff2667b2", "metadata": { "editable": true }, @@ -1122,7 +1122,7 @@ }, { "cell_type": "markdown", - "id": "4d9253e3", + "id": "be73f637", "metadata": { "editable": true }, @@ -1134,7 +1134,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "5fad3fd7", + "id": "2e1d6991", "metadata": { "collapsed": false, "editable": true @@ -1147,7 +1147,7 @@ }, { "cell_type": "markdown", - "id": "22efa6a2", + "id": "d082c682", "metadata": { "editable": true }, @@ -1159,7 +1159,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "5ffa2256", + "id": "805bf0f0", "metadata": { "collapsed": false, "editable": true @@ -1183,7 +1183,7 @@ }, { "cell_type": "markdown", - "id": "b62b1ee4", + "id": "d399f264", "metadata": { "editable": true }, @@ -1196,7 +1196,7 @@ }, { "cell_type": "markdown", - "id": "ad2ecea2", + "id": "65aad2d5", "metadata": { "editable": true }, @@ -1220,7 +1220,7 @@ }, { "cell_type": "markdown", - "id": "f69809f8", + "id": "ed8f1aac", "metadata": { "editable": true }, @@ -1232,7 +1232,7 @@ }, { "cell_type": "markdown", - "id": "6b75f94a", + "id": "1ca18272", "metadata": { "editable": true }, @@ -1242,7 +1242,7 @@ }, { "cell_type": "markdown", - "id": "c33341ec", + "id": "1b4bb4a0", "metadata": { "editable": true }, @@ -1260,7 +1260,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "f3f4e414", + "id": "3566d2e4", "metadata": { "collapsed": false, "editable": true @@ -1292,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "7d7d6b3a", + "id": "e4103253", "metadata": { "editable": true }, @@ -1302,7 +1302,7 @@ }, { "cell_type": "markdown", - "id": "3e1e4037", + "id": "681ae9f0", "metadata": { "editable": true }, @@ -1326,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "4fdc8d7e", + "id": "7c338bcf", "metadata": { "editable": true }, @@ -1350,7 +1350,7 @@ }, { "cell_type": "markdown", - "id": "de3ffc83", + "id": "5c9c4d18", "metadata": { "editable": true }, @@ -1362,7 +1362,7 @@ }, { "cell_type": "markdown", - "id": "1be2f8d2", + "id": "8bad33df", "metadata": { "editable": true }, @@ -1372,7 +1372,7 @@ }, { "cell_type": "markdown", - "id": "eda2ce06", + "id": "c66305f4", "metadata": { "editable": true }, @@ -1384,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "fe3d6837", + "id": "436eea36", "metadata": { "editable": true }, @@ -1394,7 +1394,7 @@ }, { "cell_type": "markdown", - "id": "29136014", + "id": "b9f59edd", "metadata": { "editable": true }, @@ -1406,7 +1406,7 @@ }, { "cell_type": "markdown", - "id": "2780a54e", + "id": "dc2a835c", "metadata": { "editable": true }, @@ -1416,7 +1416,7 @@ }, { "cell_type": "markdown", - "id": "913d52e7", + "id": "e14963dd", "metadata": { "editable": true }, @@ -1428,7 +1428,7 @@ }, { "cell_type": "markdown", - "id": "7644953d", + "id": "0e8c274f", "metadata": { "editable": true }, @@ -1454,7 +1454,7 @@ }, { "cell_type": "markdown", - "id": "4f21e3bc", + "id": "494618bb", "metadata": { "editable": true }, @@ -1473,7 +1473,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "134950d3", + "id": "ba32c561", "metadata": { "collapsed": false, "editable": true @@ -1508,7 +1508,7 @@ }, { "cell_type": "markdown", - "id": "7325d161", + "id": "d7c3a1d7", "metadata": { "editable": true }, @@ -1525,7 +1525,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "ed151526", + "id": "731da3d6", "metadata": { "collapsed": false, "editable": true @@ -1538,7 +1538,7 @@ }, { "cell_type": "markdown", - "id": "6041ce6a", + "id": "d7833461", "metadata": { "editable": true }, @@ -1553,7 +1553,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "4e9f65e9", + "id": "01953213", "metadata": { "collapsed": false, "editable": true @@ -1569,7 +1569,7 @@ }, { "cell_type": "markdown", - "id": "7d7383b4", + "id": "16a55a7f", "metadata": { "editable": true }, @@ -1582,7 +1582,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "c61889e6", + "id": "30be4131", "metadata": { "collapsed": false, "editable": true @@ -1594,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "266f3c13", + "id": "b3409ba6", "metadata": { "editable": true }, @@ -1606,7 +1606,7 @@ }, { "cell_type": "markdown", - "id": "cc465156", + "id": "22295bf9", "metadata": { "editable": true }, @@ -1619,7 +1619,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "859d9ce2", + "id": "0db0f3f8", "metadata": { "collapsed": false, "editable": true @@ -1658,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "502e1090", + "id": "ee268956", "metadata": { "editable": true }, @@ -1676,7 +1676,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "ce7f2415", + "id": "3c3a3bb7", "metadata": { "collapsed": false, "editable": true @@ -1691,7 +1691,7 @@ }, { "cell_type": "markdown", - "id": "ed80c53e", + "id": "9f94927c", "metadata": { "editable": true }, @@ -1704,7 +1704,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "a0e5c9a3", + "id": "1c2ce76c", "metadata": { "collapsed": false, "editable": true @@ -1717,7 +1717,7 @@ }, { "cell_type": "markdown", - "id": "6ea9e244", + "id": "8b0679cf", "metadata": { "editable": true }, @@ -1733,7 +1733,7 @@ }, { "cell_type": "markdown", - "id": "4148098e", + "id": "f52e9676", "metadata": { "editable": true }, @@ -1748,7 +1748,7 @@ }, { "cell_type": "markdown", - "id": "4bb617a3", + "id": "f9acee33", "metadata": { "editable": true }, @@ -1769,7 +1769,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "8ffe6575", + "id": "89429803", "metadata": { "collapsed": false, "editable": true @@ -1783,7 +1783,7 @@ }, { "cell_type": "markdown", - "id": "598c9f74", + "id": "c887a309", "metadata": { "editable": true }, @@ -1804,7 +1804,7 @@ }, { "cell_type": "markdown", - "id": "a8598b1f", + "id": "23941127", "metadata": { "editable": true }, @@ -1824,7 +1824,7 @@ }, { "cell_type": "markdown", - "id": "540d97f0", + "id": "8b544534", "metadata": { "editable": true }, @@ -1840,7 +1840,7 @@ }, { "cell_type": "markdown", - "id": "304be3ce", + "id": "8014402a", "metadata": { "editable": true }, @@ -1853,7 +1853,7 @@ }, { "cell_type": "markdown", - "id": "b71f9b24", + "id": "ead5be1a", "metadata": { "editable": true }, @@ -1865,7 +1865,7 @@ }, { "cell_type": "markdown", - "id": "47118ffe", + "id": "a7d51012", "metadata": { "editable": true }, @@ -1887,7 +1887,7 @@ }, { "cell_type": "markdown", - "id": "414f27d9", + "id": "9c162270", "metadata": { "editable": true }, @@ -1899,7 +1899,7 @@ }, { "cell_type": "markdown", - "id": "47b62c37", + "id": "bfcba87c", "metadata": { "editable": true }, @@ -1916,7 +1916,7 @@ }, { "cell_type": "markdown", - "id": "04fe3795", + "id": "48036479", "metadata": { "editable": true }, @@ -1927,7 +1927,7 @@ }, { "cell_type": "markdown", - "id": "46514258", + "id": "9d3798e6", "metadata": { "editable": true }, @@ -1945,7 +1945,7 @@ }, { "cell_type": "markdown", - "id": "bb932e77", + "id": "081ce990", "metadata": { "editable": true }, @@ -1959,7 +1959,7 @@ }, { "cell_type": "markdown", - "id": "2e6e94ae", + "id": "ac80c8e6", "metadata": { "editable": true }, @@ -1978,7 +1978,7 @@ }, { "cell_type": "markdown", - "id": "46c9f8d1", + "id": "247a08ba", "metadata": { "editable": true }, @@ -1995,7 +1995,7 @@ }, { "cell_type": "markdown", - "id": "97fc8a6f", + "id": "bfdafdf5", "metadata": { "editable": true }, @@ -2007,7 +2007,7 @@ }, { "cell_type": "markdown", - "id": "2ae904b2", + "id": "46aef189", "metadata": { "editable": true }, @@ -2028,7 +2028,7 @@ }, { "cell_type": "markdown", - "id": "a4621209", + "id": "32762b13", "metadata": { "editable": true }, @@ -2042,7 +2042,7 @@ }, { "cell_type": "markdown", - "id": "afef0b66", + "id": "15764e6e", "metadata": { "editable": true }, @@ -2053,7 +2053,7 @@ }, { "cell_type": "markdown", - "id": "925ec65d", + "id": "539387cf", "metadata": { "editable": true }, @@ -2070,7 +2070,7 @@ }, { "cell_type": "markdown", - "id": "d0c934dd", + "id": "bbfc02f1", "metadata": { "editable": true }, @@ -2080,7 +2080,7 @@ }, { "cell_type": "markdown", - "id": "34db61f9", + "id": "58fd6439", "metadata": { "editable": true }, @@ -2098,7 +2098,7 @@ }, { "cell_type": "markdown", - "id": "08193f84", + "id": "28c8692e", "metadata": { "editable": true }, @@ -2118,7 +2118,7 @@ }, { "cell_type": "markdown", - "id": "8170d2e7", + "id": "1b456c0e", "metadata": { "editable": true }, @@ -2138,7 +2138,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "4cde86f0", + "id": "28586f09", "metadata": { "collapsed": false, "editable": true @@ -2158,7 +2158,7 @@ }, { "cell_type": "markdown", - "id": "582d6422", + "id": "14d62ec7", "metadata": { "editable": true }, @@ -2170,7 +2170,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "40f27206", + "id": "1c95ce02", "metadata": { "collapsed": false, "editable": true @@ -2230,7 +2230,7 @@ }, { "cell_type": "markdown", - "id": "df7aa5a4", + "id": "6654af06", "metadata": { "editable": true }, @@ -2244,7 +2244,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "bd626561", + "id": "f8069436", "metadata": { "collapsed": false, "editable": true @@ -2289,7 +2289,7 @@ }, { "cell_type": "markdown", - "id": "79d02c64", + "id": "e3fb0cda", "metadata": { "editable": true }, @@ -2300,7 +2300,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "4f8c9bd3", + "id": "17176ac9", "metadata": { "collapsed": false, "editable": true @@ -2324,7 +2324,7 @@ }, { "cell_type": "markdown", - "id": "10635a19", + "id": "119af035", "metadata": { "editable": true }, @@ -2343,7 +2343,7 @@ }, { "cell_type": "markdown", - "id": "c51bd121", + "id": "ad105497", "metadata": { "editable": true }, @@ -2354,7 +2354,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "b972b140", + "id": "94522659", "metadata": { "collapsed": false, "editable": true @@ -2410,7 +2410,7 @@ }, { "cell_type": "markdown", - "id": "633c70f7", + "id": "759c0ae0", "metadata": { "editable": true }, @@ -2423,7 +2423,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "2b5464e3", + "id": "5f005a4b", "metadata": { "collapsed": false, "editable": true @@ -2448,7 +2448,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "5a6ff4fc", + "id": "c7bf46c7", "metadata": { "collapsed": false, "editable": true @@ -2527,7 +2527,7 @@ }, { "cell_type": "markdown", - "id": "ff1b4372", + "id": "652ffd29", "metadata": { "editable": true }, @@ -2537,7 +2537,7 @@ }, { "cell_type": "markdown", - "id": "0a755725", + "id": "cd295e5e", "metadata": { "editable": true }, @@ -2552,7 +2552,7 @@ }, { "cell_type": "markdown", - "id": "6c7696f3", + "id": "efa9367f", "metadata": { "editable": true }, @@ -2568,7 +2568,7 @@ }, { "cell_type": "markdown", - "id": "90b35824", + "id": "5a3f621c", "metadata": { "editable": true }, @@ -2593,7 +2593,7 @@ }, { "cell_type": "markdown", - "id": "8efa8c76", + "id": "1eb07412", "metadata": { "editable": true }, @@ -2622,7 +2622,7 @@ }, { "cell_type": "markdown", - "id": "bc8bdf59", + "id": "69985dc2", "metadata": { "editable": true }, @@ -2638,7 +2638,7 @@ }, { "cell_type": "markdown", - "id": "09d61ddb", + "id": "a24efadb", "metadata": { "editable": true }, @@ -2663,7 +2663,7 @@ }, { "cell_type": "markdown", - "id": "ea0ba52c", + "id": "85f44292", "metadata": { "editable": true }, @@ -2710,7 +2710,7 @@ }, { "cell_type": "markdown", - "id": "f69dab53", + "id": "738c44ae", "metadata": { "editable": true }, @@ -2746,7 +2746,7 @@ }, { "cell_type": "markdown", - "id": "b8447f3c", + "id": "b5d6f73f", "metadata": { "editable": true }, @@ -2769,7 +2769,7 @@ }, { "cell_type": "markdown", - "id": "653b631f", + "id": "c50b7999", "metadata": { "editable": true }, @@ -2792,7 +2792,7 @@ }, { "cell_type": "markdown", - "id": "5e68a875", + "id": "fdf7c73b", "metadata": { "editable": true }, @@ -2812,7 +2812,7 @@ }, { "cell_type": "markdown", - "id": "3e1cfe54", + "id": "435cf260", "metadata": { "editable": true }, @@ -2828,7 +2828,7 @@ }, { "cell_type": "markdown", - "id": "f9179cf9", + "id": "f9cf0f55", "metadata": { "editable": true }, @@ -2860,7 +2860,7 @@ }, { "cell_type": "markdown", - "id": "a8efa03f", + "id": "1f05ba2e", "metadata": { "editable": true }, @@ -2882,7 +2882,7 @@ }, { "cell_type": "markdown", - "id": "89029bad", + "id": "f72a4c38", "metadata": { "editable": true }, @@ -2907,7 +2907,7 @@ }, { "cell_type": "markdown", - "id": "32ad2a2b", + "id": "f9478fb2", "metadata": { "editable": true }, @@ -2925,7 +2925,7 @@ }, { "cell_type": "markdown", - "id": "8d1f9a34", + "id": "511b68e2", "metadata": { "editable": true }, @@ -2953,7 +2953,7 @@ }, { "cell_type": "markdown", - "id": "195f6c61", + "id": "793c3c03", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "940bfecc", + "id": "ab26f4a1", "metadata": { "editable": true }, @@ -2993,7 +2993,7 @@ }, { "cell_type": "markdown", - "id": "8ee522b4", + "id": "365194f2", "metadata": { "editable": true }, @@ -3022,7 +3022,7 @@ }, { "cell_type": "markdown", - "id": "154c60af", + "id": "e530347c", "metadata": { "editable": true }, @@ -3039,7 +3039,7 @@ }, { "cell_type": "markdown", - "id": "28e36d07", + "id": "6c99cde5", "metadata": { "editable": true }, @@ -3061,7 +3061,7 @@ }, { "cell_type": "markdown", - "id": "3e521a91", + "id": "88e73daf", "metadata": { "editable": true }, @@ -3079,7 +3079,7 @@ }, { "cell_type": "markdown", - "id": "f86a72bf", + "id": "447c4609", "metadata": { "editable": true }, @@ -3102,7 +3102,7 @@ }, { "cell_type": "markdown", - "id": "239fb0f3", + "id": "949b568e", "metadata": { "editable": true }, @@ -3121,7 +3121,7 @@ }, { "cell_type": "markdown", - "id": "748af18d", + "id": "0e759aeb", "metadata": { "editable": true }, @@ -3137,7 +3137,7 @@ }, { "cell_type": "markdown", - "id": "03e2c5aa", + "id": "743ac556", "metadata": { "editable": true }, @@ -3152,7 +3152,7 @@ }, { "cell_type": "markdown", - "id": "4c350f63", + "id": "bc577162", "metadata": { "editable": true }, @@ -3176,7 +3176,7 @@ }, { "cell_type": "markdown", - "id": "7e3219bc", + "id": "d8e73af9", "metadata": { "editable": true }, @@ -3188,7 +3188,7 @@ }, { "cell_type": "markdown", - "id": "b5cd0a37", + "id": "2245131f", "metadata": { "editable": true }, @@ -3206,7 +3206,7 @@ }, { "cell_type": "markdown", - "id": "a877a5c1", + "id": "12461048", "metadata": { "editable": true }, @@ -3216,7 +3216,7 @@ }, { "cell_type": "markdown", - "id": "8dd20d9c", + "id": "201e128d", "metadata": { "editable": true }, @@ -3234,7 +3234,7 @@ }, { "cell_type": "markdown", - "id": "8254835e", + "id": "4e9ebe9a", "metadata": { "editable": true }, @@ -3244,7 +3244,7 @@ }, { "cell_type": "markdown", - "id": "799714b0", + "id": "c4e23d66", "metadata": { "editable": true }, @@ -3263,7 +3263,7 @@ }, { "cell_type": "markdown", - "id": "20277412", + "id": "9fb47a3a", "metadata": { "editable": true }, @@ -3275,7 +3275,7 @@ }, { "cell_type": "markdown", - "id": "bda5e6fb", + "id": "23b38713", "metadata": { "editable": true }, @@ -3289,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "b3af16bf", + "id": "31506dad", "metadata": { "editable": true }, @@ -3304,7 +3304,7 @@ }, { "cell_type": "markdown", - "id": "95773541", + "id": "32190ebc", "metadata": { "editable": true }, @@ -3322,7 +3322,7 @@ }, { "cell_type": "markdown", - "id": "d7608162", + "id": "8c153ec4", "metadata": { "editable": true }, @@ -3336,7 +3336,7 @@ }, { "cell_type": "markdown", - "id": "3a924890", + "id": "7812bf6e", "metadata": { "editable": true }, @@ -3354,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "8a386df4", + "id": "a65f6704", "metadata": { "editable": true }, @@ -3378,7 +3378,7 @@ }, { "cell_type": "markdown", - "id": "e23f14f5", + "id": "6577d11f", "metadata": { "editable": true }, @@ -3416,7 +3416,7 @@ }, { "cell_type": "markdown", - "id": "ace868c7", + "id": "9995ae18", "metadata": { "editable": true }, @@ -3439,7 +3439,7 @@ }, { "cell_type": "markdown", - "id": "cde3892c", + "id": "35f131fe", "metadata": { "editable": true }, @@ -3475,7 +3475,7 @@ }, { "cell_type": "markdown", - "id": "44bf4dbc", + "id": "5ed7ea42", "metadata": { "editable": true }, @@ -3496,7 +3496,7 @@ }, { "cell_type": "markdown", - "id": "11a175a9", + "id": "4ef335ed", "metadata": { "editable": true }, @@ -3518,7 +3518,7 @@ }, { "cell_type": "markdown", - "id": "bdec4129", + "id": "f4974ac1", "metadata": { "editable": true }, @@ -3538,7 +3538,7 @@ }, { "cell_type": "markdown", - "id": "6ff589ba", + "id": "80db2af5", "metadata": { "editable": true }, @@ -3553,7 +3553,7 @@ }, { "cell_type": "markdown", - "id": "b9c7ede8", + "id": "cb3b3f1c", "metadata": { "editable": true }, @@ -3571,7 +3571,7 @@ }, { "cell_type": "markdown", - "id": "13f8a2f6", + "id": "bbe8cd51", "metadata": { "editable": true }, @@ -3601,7 +3601,7 @@ }, { "cell_type": "markdown", - "id": "54100bf2", + "id": "b90ccb63", "metadata": { "editable": true }, @@ -3630,7 +3630,30 @@ }, { "cell_type": "markdown", - "id": "58d52c0d", + "id": "6d39fe8f", + "metadata": { + "editable": true + }, + "source": [ + "## Scientific Machine Learning\n", + "\n", + "An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al [Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041](https://arxiv.org/abs/2110.13041)\n", + "\n", + "The authors discuss applications and techniques for fast machine\n", + "learning (ML) in science - the concept of integrating power ML\n", + "methods into the real-time experimental data processing loop to\n", + "accelerate scientific discovery. The report covers three main areas\n", + "\n", + "1. applications for fast ML across a number of scientific domains;\n", + "\n", + "2. techniques for training and implementing performant and resource-efficient ML algorithms;\n", + "\n", + "3. and computing architectures, platforms, and technologies for deploying these algorithms." + ] + }, + { + "cell_type": "markdown", + "id": "05a32629", "metadata": { "editable": true }, @@ -3661,7 +3684,7 @@ }, { "cell_type": "markdown", - "id": "728d0de2", + "id": "9601635f", "metadata": { "editable": true }, @@ -3684,7 +3707,7 @@ }, { "cell_type": "markdown", - "id": "29d83534", + "id": "86bfa713", "metadata": { "editable": true }, @@ -3702,7 +3725,7 @@ }, { "cell_type": "markdown", - "id": "7e58fd32", + "id": "6c1f37a2", "metadata": { "editable": true }, @@ -3725,7 +3748,7 @@ }, { "cell_type": "markdown", - "id": "2c80fe68", + "id": "4540aa08", "metadata": { "editable": true }, @@ -3746,7 +3769,7 @@ }, { "cell_type": "markdown", - "id": "ffe1e0bb", + "id": "b1ff1df3", "metadata": { "editable": true }, @@ -3762,7 +3785,27 @@ }, { "cell_type": "markdown", - "id": "b5ecf668", + "id": "b687c0de", + "metadata": { + "editable": true + }, + "source": [ + "## AI/ML and some statements you may have heard (and what do they mean?)\n", + "\n", + "1. Fei-Fei Li on ImageNet: **map out the entire world of objects** ([The data that transformed AI research](https://cacm.acm.org/news/219702-the-data-that-transformed-ai-research-and-possibly-the-world/fulltext))\n", + "\n", + "2. Russell and Norvig in their popular textbook: **relevant to any intellectual task; it is truly a universal field** ([Artificial Intelligence, A modern approach](http://aima.cs.berkeley.edu/))\n", + "\n", + "3. Woody Bledsoe puts it more bluntly: **in the long run, AI is the only science** (quoted in Pamilla McCorduck, [Machines who think](https://www.pamelamccorduck.com/machines-who-think))\n", + "\n", + "If you wish to have a critical read on AI/ML from a societal point of view, see [Kate Crawford's recent text Atlas of AI](https://www.katecrawford.net/)\n", + "\n", + "**Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis**" + ] + }, + { + "cell_type": "markdown", + "id": "c760ad4a", "metadata": { "editable": true }, diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt index 42e0b7dc8..c44431a95 100644 --- a/doc/src/week47/week47.do.txt +++ b/doc/src/week47/week47.do.txt @@ -2013,6 +2013,25 @@ problems by logical reasoning. _Bayesian Machine Learning is one of the exciting research directions in this field_. + +!split +===== Scientific Machine Learning ===== + +An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al "Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041":"https://arxiv.org/abs/2110.13041" + +!bblock +The authors discuss applications and techniques for fast machine +learning (ML) in science -- the concept of integrating power ML +methods into the real-time experimental data processing loop to +accelerate scientific discovery. The report covers three main areas + +o applications for fast ML across a number of scientific domains; +o techniques for training and implementing performant and resource-efficient ML algorithms; +o and computing architectures, platforms, and technologies for deploying these algorithms. + +!eblock + + !split ===== Quantum machine learning ===== @@ -2110,6 +2129,21 @@ topics. Together, we will not just predict the future, but create it. +!split +===== AI/ML and some statements you may have heard (and what do they mean?) ===== + +o Fei-Fei Li on ImageNet: _map out the entire world of objects_ ("The data that transformed AI research":"https://cacm.acm.org/news/219702-the-data-that-transformed-ai-research-and-possibly-the-world/fulltext") +o Russell and Norvig in their popular textbook: _relevant to any intellectual task; it is truly a universal field_ ("Artificial Intelligence, A modern approach":"http://aima.cs.berkeley.edu/") +o Woody Bledsoe puts it more bluntly: _in the long run, AI is the only science_ (quoted in Pamilla McCorduck, "Machines who think":"https://www.pamelamccorduck.com/machines-who-think") + + +If you wish to have a critical read on AI/ML from a societal point of view, see "Kate Crawford's recent text Atlas of AI":"https://www.katecrawford.net/" + +_Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis_ + + + + !split ===== Best wishes to you all and thanks so much for your heroic efforts this semester ===== @@ -2124,4 +2158,3 @@ FIGURE: [figures/Nebbdyr2.png, width=500 frac=0.6] -