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adding lstms notes
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saurabhaloneai committed Aug 26, 2024
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4 changes: 1 addition & 3 deletions 03-sequence-modeling/02-lstm/lstm.ipynb
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"4. output gate: \n",
" - uses sigmoid activation\n",
" - filters the updated cell state to produce the final output\n",
" - the cell state is passed through a tanh function and multiplied by the output gate\n",
"\n",
"![image-2.png](attachment:image-2.png)\n",
"\n",
"5. final output: combines the output gate with the updated cell state\n",
" - the cell state is passed through a tanh function and multiplied by the output gate\n",
"\n",
"this architecture allows LSTMs to maintain relevant information over long sequences,\n",
"selectively update or forget information, and produce relevant outputs at each time step.\n",
"\n",
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