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Modify rnn chapter #748

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merged 2 commits into from
Apr 14, 2024
Merged

Modify rnn chapter #748

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5f688dc
Add advanced rnn-vis to lstm.ipynb and slight cell tag in rnn.ipynb
JackWang0318 Apr 13, 2024
ceecb42
Update lstm.ipynb
JackWang0318 Apr 13, 2024
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46 changes: 45 additions & 1 deletion open-machine-learning-jupyter-book/deep-learning/lstm.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -48,6 +48,50 @@
"The vanilla LSTM is proposed in 2005, the paper is [Bidirectional LSTM Networks for Improved Phoneme Classification and Recognition](https://link.springer.com/chapter/10.1007/11550907_126), and after that, a lot of paper based on it appeared.\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<p style=\"text-align: center;\">\n",
"<iframe src=\"https://static-1300131294.cos.ap-shanghai.myqcloud.com/html/rnn-vis/index.html\" width=\"100%\" height=\"250px;\"\n",
"style=\"border:none;\" scrolling=\"auto\"></iframe>\n",
"A demo of advanced RNNs. <a\n",
"href=\"https://distill.pub/2019/memorization-in-rnns/\"> [source]</a>\n",
"</p>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import HTML\n",
"display(HTML(\"\"\"\n",
"<p style=\"text-align: center;\">\n",
"<iframe src=\"https://static-1300131294.cos.ap-shanghai.myqcloud.com/html/rnn-vis/index.html\" width=\"100%\" height=\"250px;\"\n",
"style=\"border:none;\" scrolling=\"auto\"></iframe>\n",
"A demo of advanced RNNs. <a\n",
"href=\"https://distill.pub/2019/memorization-in-rnns/\"> [source]</a>\n",
"</p>\n",
"\"\"\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down Expand Up @@ -4798,5 +4842,5 @@
}
},
"nbformat": 4,
"nbformat_minor": 2
"nbformat_minor": 4
}
21 changes: 4 additions & 17 deletions open-machine-learning-jupyter-book/deep-learning/rnn.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@
"id": "4f92eda8",
"metadata": {
"tags": [
"hide-input"
"hide-cell"
]
},
"outputs": [
Expand Down Expand Up @@ -79,23 +79,10 @@
"id": "298a6e8c",
"metadata": {},
"source": [
":::{figure} https://static-1300131294.cos.ap-shanghai.myqcloud.com/images/deep-learning/RNN/rnn1.png\n",
"---\n",
"name: 'RNN1'\n",
"width: 90%\n",
"---\n",
"RNN1\n",
":::\n",
"\n",
"If unroll over a sequence $(x_0,x_1,x_2)$.\n",
"| ![RNN1](https://static-1300131294.cos.ap-shanghai.myqcloud.com/images/deep-learning/RNN/rnn1.png) | ![RNN2](https://static-1300131294.cos.ap-shanghai.myqcloud.com/images/deep-learning/RNN/rnn2.png) |\n",
"|:--:|:--:|\n",
"| RNN1 (recurrent) | RNN2 (unfolded RNN1) |\n",
"\n",
":::{figure} https://static-1300131294.cos.ap-shanghai.myqcloud.com/images/deep-learning/RNN/rnn2.png\n",
"---\n",
"name: 'RNN2'\n",
"width: 90%\n",
"---\n",
"RNN2\n",
":::\n",
"\n",
"Then, the input (w0,w1,...,wt) sequence of words ( 1-hot encoded ) and the output (w1,w2,...,wt+1) shifted sequence of words ( 1-hot encoded ) have the following relation.\n",
"\n",
Expand Down
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