From aa177fbcba1152c10fd8ad876fdc5197568e6ef9 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Mon, 16 Dec 2019 12:04:11 +0100 Subject: [PATCH] reordering RNNs --- doc/pub/Recurrent/html/._Recurrent-bs000.html | 14 +++++- doc/pub/Recurrent/html/._Recurrent-bs001.html | 15 ++++++- doc/pub/Recurrent/html/._Recurrent-bs002.html | 17 +++++++- doc/pub/Recurrent/html/Recurrent-bs.html | 14 +++++- doc/pub/Recurrent/html/Recurrent-reveal.html | 24 +++++++++- .../Recurrent/html/Recurrent-solarized.html | 32 +++++++++++++- doc/pub/Recurrent/html/Recurrent.html | 32 +++++++++++++- doc/pub/Recurrent/ipynb/Recurrent.ipynb | 20 ++++++++- .../ipynb/ipynb-Recurrent-src.tar.gz | Bin 211 -> 193 bytes doc/pub/Recurrent/pdf/Recurrent-minted.pdf | Bin 182262 -> 186052 bytes doc/src/Recurrent/Recurrent.do.txt | 19 ++++++-- doc/src/Recurrent/Recurrent.do.txt~ | 41 ------------------ 12 files changed, 170 insertions(+), 58 deletions(-) delete mode 100644 doc/src/Recurrent/Recurrent.do.txt~ diff --git a/doc/pub/Recurrent/html/._Recurrent-bs000.html b/doc/pub/Recurrent/html/._Recurrent-bs000.html index 12f45e139..faf97064a 100644 --- a/doc/pub/Recurrent/html/._Recurrent-bs000.html +++ b/doc/pub/Recurrent/html/._Recurrent-bs000.html @@ -45,7 +45,13 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -85,6 +91,8 @@ MathJax.Hub.Config({ @@ -119,7 +127,7 @@ MathJax.Hub.Config({
[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Jan 8, 2019

+

Dec 16, 2019


@@ -135,6 +143,8 @@ MathJax.Hub.Config({

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  • diff --git a/doc/pub/Recurrent/html/._Recurrent-bs001.html b/doc/pub/Recurrent/html/._Recurrent-bs001.html index e41f16735..050a9a1bb 100644 --- a/doc/pub/Recurrent/html/._Recurrent-bs001.html +++ b/doc/pub/Recurrent/html/._Recurrent-bs001.html @@ -45,7 +45,13 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -85,6 +91,8 @@ MathJax.Hub.Config({ @@ -123,6 +131,9 @@ example, they can take sentences, documents, or audio samples as input, making them extremely useful for natural language processing systems such as automatic translation and speech-to-text. +

    +The text here is under development. Planned finished Jan 2020. +

    @@ -131,6 +142,8 @@ systems such as automatic translation and speech-to-text.

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  • diff --git a/doc/pub/Recurrent/html/._Recurrent-bs002.html b/doc/pub/Recurrent/html/._Recurrent-bs002.html index 95d697fdd..44852713c 100644 --- a/doc/pub/Recurrent/html/._Recurrent-bs002.html +++ b/doc/pub/Recurrent/html/._Recurrent-bs002.html @@ -45,7 +45,13 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -85,6 +91,8 @@ MathJax.Hub.Config({ @@ -113,6 +121,10 @@ the output from the previous layer \( t-1 \), that is \( y_{t1} \). This means also that we need to have weights that link both the inputs \( x_t \) to the outputs \( y_t \) as well as weights that link the output from the previous time \( y_{t-1} \) and \( y_t \). The figure here shows an example of a simple RNN. +

    +Add figures and bring up equations. + +

    diff --git a/doc/pub/Recurrent/html/Recurrent-bs.html b/doc/pub/Recurrent/html/Recurrent-bs.html index 12f45e139..faf97064a 100644 --- a/doc/pub/Recurrent/html/Recurrent-bs.html +++ b/doc/pub/Recurrent/html/Recurrent-bs.html @@ -45,7 +45,13 @@ Automatically generated HTML file from DocOnce source 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -85,6 +91,8 @@ MathJax.Hub.Config({ @@ -119,7 +127,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Jan 8, 2019

    +

    Dec 16, 2019


    @@ -135,6 +143,8 @@ MathJax.Hub.Config({

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  • diff --git a/doc/pub/Recurrent/html/Recurrent-reveal.html b/doc/pub/Recurrent/html/Recurrent-reveal.html index a073f8b6a..864eec463 100644 --- a/doc/pub/Recurrent/html/Recurrent-reveal.html +++ b/doc/pub/Recurrent/html/Recurrent-reveal.html @@ -148,7 +148,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

     
    -

    Jan 8, 2019

    +

    Dec 16, 2019


    @@ -181,6 +181,9 @@ fixed-sized inputs like all the nets we have discussed so far. For example, they can take sentences, documents, or audio samples as input, making them extremely useful for natural language processing systems such as automatic translation and speech-to-text. + +

    +The text here is under development. Planned finished Jan 2020. @@ -197,6 +200,25 @@ the output from the previous layer \( t-1 \), that is \( y_{t1} \).

    This means also that we need to have weights that link both the inputs \( x_t \) to the outputs \( y_t \) as well as weights that link the output from the previous time \( y_{t-1} \) and \( y_t \). The figure here shows an example of a simple RNN. + +

    +Add figures and bring up equations. + + + +

    +

    Solving differential equations and eigenvalue problems with RNNs

    + +

    +Have example with eigenvalues solvers as well. +

    + + +
    +

    Long-Short Time Memory

    + +

    +Discussions about dynamic unrolling through time. discuss memory cells, input and output

    diff --git a/doc/pub/Recurrent/html/Recurrent-solarized.html b/doc/pub/Recurrent/html/Recurrent-solarized.html index ca9871a5c..4a1b3e983 100644 --- a/doc/pub/Recurrent/html/Recurrent-solarized.html +++ b/doc/pub/Recurrent/html/Recurrent-solarized.html @@ -39,7 +39,13 @@ div { text-align: justify; text-justify: inter-word; } 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -81,7 +87,7 @@ MathJax.Hub.Config({
    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Jan 8, 2019

    +

    Dec 16, 2019












    @@ -109,6 +115,9 @@ example, they can take sentences, documents, or audio samples as input, making them extremely useful for natural language processing systems such as automatic translation and speech-to-text. +

    +The text here is under development. Planned finished Jan 2020. +











    @@ -125,6 +134,25 @@ the output from the previous layer \( t-1 \), that is \( y_{t1} \). This means also that we need to have weights that link both the inputs \( x_t \) to the outputs \( y_t \) as well as weights that link the output from the previous time \( y_{t-1} \) and \( y_t \). The figure here shows an example of a simple RNN. +

    +Add figures and bring up equations. + +

    +









    + +

    Solving differential equations and eigenvalue problems with RNNs

    + +

    +Have example with eigenvalues solvers as well. + +

    +









    + +

    Long-Short Time Memory

    + +

    +Discussions about dynamic unrolling through time. discuss memory cells, input and output + diff --git a/doc/pub/Recurrent/html/Recurrent.html b/doc/pub/Recurrent/html/Recurrent.html index 55e404e12..2f9b30def 100644 --- a/doc/pub/Recurrent/html/Recurrent.html +++ b/doc/pub/Recurrent/html/Recurrent.html @@ -44,7 +44,13 @@ div { text-align: justify; text-justify: inter-word; } 2, None, '___sec0'), - ('Set up of an RNN', 2, None, '___sec1')]} + ('Set up of an RNN', 2, None, '___sec1'), + ('Solving differential equations and eigenvalue problems with ' + 'RNNs', + 2, + None, + '___sec2'), + ('Long-Short Time Memory', 2, None, '___sec3')]} end of tocinfo --> @@ -86,7 +92,7 @@ MathJax.Hub.Config({

    [2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

    -

    Jan 8, 2019

    +

    Dec 16, 2019












    @@ -114,6 +120,9 @@ example, they can take sentences, documents, or audio samples as input, making them extremely useful for natural language processing systems such as automatic translation and speech-to-text. +

    +The text here is under development. Planned finished Jan 2020. +











    @@ -130,6 +139,25 @@ the output from the previous layer \( t-1 \), that is \( y_{t1} \). This means also that we need to have weights that link both the inputs \( x_t \) to the outputs \( y_t \) as well as weights that link the output from the previous time \( y_{t-1} \) and \( y_t \). The figure here shows an example of a simple RNN. +

    +Add figures and bring up equations. + +

    +









    + +

    Solving differential equations and eigenvalue problems with RNNs

    + +

    +Have example with eigenvalues solvers as well. + +

    +









    + +

    Long-Short Time Memory

    + +

    +Discussions about dynamic unrolling through time. discuss memory cells, input and output + diff --git a/doc/pub/Recurrent/ipynb/Recurrent.ipynb b/doc/pub/Recurrent/ipynb/Recurrent.ipynb index 56545c516..8e583fc12 100644 --- a/doc/pub/Recurrent/ipynb/Recurrent.ipynb +++ b/doc/pub/Recurrent/ipynb/Recurrent.ipynb @@ -10,7 +10,7 @@ " \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: **Jan 8, 2019**\n", + "Date: **Dec 16, 2019**\n", "\n", "Copyright 1999-2019, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n", "\n", @@ -37,6 +37,8 @@ "input, making them extremely useful for natural language processing\n", "systems such as automatic translation and speech-to-text.\n", "\n", + "**The text here is under development**. Planned finished Jan 2020.\n", + "\n", "\n", "## Set up of an RNN\n", "\n", @@ -47,7 +49,21 @@ "the output from the previous layer $t-1$, that is $y_{t1}$.\n", "\n", "This means also that we need to have weights that link both the inputs $x_t$ to the outputs $y_t$ as well as weights that link\n", - "the output from the previous time $y_{t-1}$ and $y_t$. The figure here shows an example of a simple RNN." + "the output from the previous time $y_{t-1}$ and $y_t$. The figure here shows an example of a simple RNN.\n", + "\n", + "\n", + "Add figures and bring up equations. \n", + "\n", + "\n", + "\n", + "## Solving differential equations and eigenvalue problems with RNNs\n", + "\n", + "Have example with eigenvalues solvers as well.\n", + "\n", + "\n", + "## Long-Short Time Memory\n", + "\n", + "Discussions about dynamic unrolling through time. discuss memory cells, input and output" ] } ], diff --git a/doc/pub/Recurrent/ipynb/ipynb-Recurrent-src.tar.gz b/doc/pub/Recurrent/ipynb/ipynb-Recurrent-src.tar.gz index 33f7542bfddf1dd8f6b5719b9585b051fa9f5575..7a09d6f0f75fb2538a08a5052ae0d7da5470b00f 100644 GIT binary patch literal 193 zcmV;y06za8iwFRiWcOVF1MSaC3c@fD2H>uHia9}Hu}Vlvm0I6;UB%_w6@LJ%+}gpvSo zxszTx>$n+CX-+~}q2A67V|D#u&-@BJ^H1y>X<@VLU85B!?L?{d847Xej1kI3vh7s~ vl@@mFf)Te)8UbAOz^h6+sTIG3tk6|hqrgWzLEC%@Vw*NpJvt{+4MCs?*8vf#}pLBws#fk zb8mkaRJ1VU-<9^MCKsPZhfn(bqNXUxS$|t*%}2uoOG&M0GlfVflf2~HI!zhl*^YPh)1LQ>o=#!_F0kr<4y6(^RL%$zI!i< 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a/doc/src/Recurrent/Recurrent.do.txt +++ b/doc/src/Recurrent/Recurrent.do.txt @@ -24,6 +24,8 @@ example, they can take sentences, documents, or audio samples as input, making them extremely useful for natural language processing systems such as automatic translation and speech-to-text. +_The text here is under development_. Planned finished Jan 2020. + !split ===== Set up of an RNN ===== @@ -38,8 +40,17 @@ This means also that we need to have weights that link both the inputs $x_t$ to the output from the previous time $y_{t-1}$ and $y_t$. The figure here shows an example of a simple RNN. -Add figures and bring up equations. Have example with eigenvalues solvers as well. -Discussions about dynamic unrolling through time. discuss memory cells, input and output +Add figures and bring up equations. -Add about LSTM cell. -Should add autoencoders? + + +!split +===== Solving differential equations and eigenvalue problems with RNNs ===== + +Have example with eigenvalues solvers as well. + + +!split +===== Long-Short Time Memory ===== + +Discussions about dynamic unrolling through time. discuss memory cells, input and output diff --git a/doc/src/Recurrent/Recurrent.do.txt~ b/doc/src/Recurrent/Recurrent.do.txt~ deleted file mode 100644 index 2d054e465..000000000 --- a/doc/src/Recurrent/Recurrent.do.txt~ +++ /dev/null @@ -1,41 +0,0 @@ -TITLE: Data Analysis and Machine Learning: Recurrent neural networks -AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University -DATE: today - - -!split -===== Recurrent neural networks: Overarching view ===== - -Till now our focus has been, including convolutional neural networks as well, -on feedforward neural networks. The output or the -activations flow only in one direction, from the input layer to the -output layer. - -A recurrent neural network (RNN) looks very much like a feedforward -neural network, except that it also has connections pointing -backward. - -RNNs are used to analyze time series data such as stock prices, and -tell you when to buy or sell. In autonomous driving systems, they can -anticipate car trajectories and help avoid accidents. More generally, -they can work on sequences of arbitrary lengths, rather than on -fixed-sized inputs like all the nets we have discussed so far. For -example, they can take sentences, documents, or audio samples as -input, making them extremely useful for natural language processing -systems such as automatic translation and speech-to-text. - - -!split -===== Set up of an RNN ===== - -The figure here displays a simple example of an RNN, with inputs $x_t$ -at a given time $t$ and outputs $y_t$. Introducing time as a variable -offers an intutitive way of understanding these networks. In addition -to the inputs $x_t$, the layer at a time $t$ receives also as input -the output from the previous layer $t-1$, that is $y_{t1}$. - -This means also that we need to have weights that link both the inputs $x_t$ to the outputs $y_t$ as well as weights that link -the output from the previous time $y_{t-1}$ and $y_t$. The figure here shows an example of a simple RNN. - - -Add figures and bring up equations. Have example with eigenvalues solvers