small update on textbook

This commit is contained in:
mhjensen
2020-08-19 13:08:42 +02:00
parent 775ad73418
commit 75835e62fd
19 changed files with 332 additions and 273 deletions
+22 -12
View File
@@ -71,25 +71,26 @@ div { text-align: justify; text-justify: inter-word; }
('Course Format', 2, None, '___sec2'),
('Teachers', 2, None, '___sec3'),
('Deadlines for projects (tentative)', 2, None, '___sec4'),
('Prerequisites', 2, None, '___sec5'),
('Learning outcomes', 2, None, '___sec6'),
('Recommended textbooks', 2, None, '___sec5'),
('Prerequisites', 2, None, '___sec6'),
('Learning outcomes', 2, None, '___sec7'),
('Topics covered in this course: Statistical analysis and '
'optimization of data',
2,
None,
'___sec7'),
'___sec8'),
('Topics covered in this course: Machine Learning',
2,
None,
'___sec8'),
'___sec9'),
('Extremely useful tools, strongly recommended',
2,
None,
'___sec9'),
'___sec10'),
('Other courses on Data science and Machine Learning at UiO',
2,
None,
'___sec10')]}
'___sec11')]}
end of tocinfo -->
<body>
@@ -244,7 +245,16 @@ Projects are handed in using <b>Canvas</b>. We use Github as repository for code
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec5">Prerequisites </h2>
<h2 id="___sec5">Recommended textbooks </h2>
<ul>
<li> <a href="https://www.springer.com/gp/book/9780387848570" target="_blank">Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer</a></li>
<li> <a href="https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/" target="_blank">Aurelien Geron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition</a></li>
</ul>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec6">Prerequisites </h2>
<p>
Basic knowledge in programming and mathematics, with an emphasis on
@@ -260,7 +270,7 @@ Python is the recurring programming language.
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec6">Learning outcomes </h2>
<h2 id="___sec7">Learning outcomes </h2>
<p>
<div class="alert alert-block alert-block alert-text-normal">
@@ -288,7 +298,7 @@ This course aims at giving you insights and knowledge about many of the central
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec7">Topics covered in this course: Statistical analysis and optimization of data </h2>
<h2 id="___sec8">Topics covered in this course: Statistical analysis and optimization of data </h2>
<p>
The course has two central parts
@@ -323,7 +333,7 @@ The following topics will be covered
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec8">Topics covered in this course: Machine Learning </h2>
<h2 id="___sec9">Topics covered in this course: Machine Learning </h2>
<p>
<div class="alert alert-block alert-block alert-text-normal">
@@ -350,7 +360,7 @@ Hands-on demonstrations, exercises and projects aim at deepening your understand
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec9">Extremely useful tools, strongly recommended </h2>
<h2 id="___sec10">Extremely useful tools, strongly recommended </h2>
<p>
<div class="alert alert-block alert-block alert-text-normal">
@@ -367,7 +377,7 @@ Hands-on demonstrations, exercises and projects aim at deepening your understand
<p>
<!-- !split --><br><br><br><br><br><br><br><br><br><br>
<h2 id="___sec10">Other courses on Data science and Machine Learning at UiO </h2>
<h2 id="___sec11">Other courses on Data science and Machine Learning at UiO </h2>
<p>
The link here <a href="https://www.mn.uio.no/english/research/about/centre-focus/innovation/data-science/studies/" target="_blank"><tt>https://www.mn.uio.no/english/research/about/centre-focus/innovation/data-science/studies/</tt></a> gives an excellent overview of courses on Machine learning at UiO.