|
159 | 159 | 2, |
160 | 160 | None, |
161 | 161 | 'the-mathematics-of-rnns-the-basic-architecture'), |
162 | | - ('Four effective ways to learn an RNN and preparing for next ' |
163 | | - 'week', |
| 162 | + ('Gating mechanism: Long Short Term Memory (LSTM)', |
164 | 163 | 2, |
165 | 164 | None, |
166 | | - 'four-effective-ways-to-learn-an-rnn-and-preparing-for-next-week'), |
167 | | - ('Long Short Term Memory (LSTM)', |
| 165 | + 'gating-mechanism-long-short-term-memory-lstm'), |
| 166 | + ('Implementing a memory cell in a neural network', |
168 | 167 | 2, |
169 | 168 | None, |
170 | | - 'long-short-term-memory-lstm')]} |
| 169 | + 'implementing-a-memory-cell-in-a-neural-network'), |
| 170 | + ('LSTM details', 2, None, 'lstm-details'), |
| 171 | + ('Basic layout (All figures from Raschka *et al.,*)', |
| 172 | + 2, |
| 173 | + None, |
| 174 | + 'basic-layout-all-figures-from-raschka-et-al'), |
| 175 | + ('LSTM details', 2, None, 'lstm-details'), |
| 176 | + ('Comparing with a standard RNN', |
| 177 | + 2, |
| 178 | + None, |
| 179 | + 'comparing-with-a-standard-rnn'), |
| 180 | + ('LSTM details I', 2, None, 'lstm-details-i'), |
| 181 | + ('LSTM details II', 2, None, 'lstm-details-ii'), |
| 182 | + ('LSTM details III', 2, None, 'lstm-details-iii'), |
| 183 | + ('Forget gate', 2, None, 'forget-gate'), |
| 184 | + ('The forget gate', 2, None, 'the-forget-gate'), |
| 185 | + ('Basic layout', 2, None, 'basic-layout'), |
| 186 | + ('Input gate', 2, None, 'input-gate'), |
| 187 | + ('Short summary', 2, None, 'short-summary'), |
| 188 | + ('Forget and input', 2, None, 'forget-and-input'), |
| 189 | + ('Basic layout', 2, None, 'basic-layout'), |
| 190 | + ('Output gate', 2, None, 'output-gate'), |
| 191 | + ('Summary of LSTM', 2, None, 'summary-of-lstm'), |
| 192 | + ('LSTM implementation using TensorFlow', |
| 193 | + 2, |
| 194 | + None, |
| 195 | + 'lstm-implementation-using-tensorflow'), |
| 196 | + ('And the corresponding one with PyTorch', |
| 197 | + 2, |
| 198 | + None, |
| 199 | + 'and-the-corresponding-one-with-pytorch')]} |
171 | 200 | end of tocinfo --> |
172 | 201 |
|
173 | 202 | <body> |
|
245 | 274 | <!-- navigation toc: --> <li><a href="._week46-bs041.html#summary-of-a-typical-rnn" style="font-size: 80%;">Summary of a typical RNN</a></li> |
246 | 275 | <!-- navigation toc: --> <li><a href="._week46-bs042.html#four-effective-ways-to-learn-an-rnn" style="font-size: 80%;">Four effective ways to learn an RNN</a></li> |
247 | 276 | <!-- navigation toc: --> <li><a href="._week46-bs043.html#the-mathematics-of-rnns-the-basic-architecture" style="font-size: 80%;">The mathematics of RNNs, the basic architecture</a></li> |
248 | | - <!-- navigation toc: --> <li><a href="._week46-bs044.html#four-effective-ways-to-learn-an-rnn-and-preparing-for-next-week" style="font-size: 80%;">Four effective ways to learn an RNN and preparing for next week</a></li> |
249 | | - <!-- navigation toc: --> <li><a href="._week46-bs045.html#long-short-term-memory-lstm" style="font-size: 80%;">Long Short Term Memory (LSTM)</a></li> |
| 277 | + <!-- navigation toc: --> <li><a href="._week46-bs044.html#gating-mechanism-long-short-term-memory-lstm" style="font-size: 80%;">Gating mechanism: Long Short Term Memory (LSTM)</a></li> |
| 278 | + <!-- navigation toc: --> <li><a href="._week46-bs045.html#implementing-a-memory-cell-in-a-neural-network" style="font-size: 80%;">Implementing a memory cell in a neural network</a></li> |
| 279 | + <!-- navigation toc: --> <li><a href="._week46-bs048.html#lstm-details" style="font-size: 80%;">LSTM details</a></li> |
| 280 | + <!-- navigation toc: --> <li><a href="._week46-bs047.html#basic-layout-all-figures-from-raschka-et-al" style="font-size: 80%;">Basic layout (All figures from Raschka <em>et al.,</em>)</a></li> |
| 281 | + <!-- navigation toc: --> <li><a href="._week46-bs048.html#lstm-details" style="font-size: 80%;">LSTM details</a></li> |
| 282 | + <!-- navigation toc: --> <li><a href="._week46-bs049.html#comparing-with-a-standard-rnn" style="font-size: 80%;">Comparing with a standard RNN</a></li> |
| 283 | + <!-- navigation toc: --> <li><a href="._week46-bs050.html#lstm-details-i" style="font-size: 80%;">LSTM details I</a></li> |
| 284 | + <!-- navigation toc: --> <li><a href="._week46-bs051.html#lstm-details-ii" style="font-size: 80%;">LSTM details II</a></li> |
| 285 | + <!-- navigation toc: --> <li><a href="._week46-bs052.html#lstm-details-iii" style="font-size: 80%;">LSTM details III</a></li> |
| 286 | + <!-- navigation toc: --> <li><a href="._week46-bs053.html#forget-gate" style="font-size: 80%;">Forget gate</a></li> |
| 287 | + <!-- navigation toc: --> <li><a href="._week46-bs054.html#the-forget-gate" style="font-size: 80%;">The forget gate</a></li> |
| 288 | + <!-- navigation toc: --> <li><a href="._week46-bs059.html#basic-layout" style="font-size: 80%;">Basic layout</a></li> |
| 289 | + <!-- navigation toc: --> <li><a href="._week46-bs056.html#input-gate" style="font-size: 80%;">Input gate</a></li> |
| 290 | + <!-- navigation toc: --> <li><a href="._week46-bs057.html#short-summary" style="font-size: 80%;">Short summary</a></li> |
| 291 | + <!-- navigation toc: --> <li><a href="._week46-bs058.html#forget-and-input" style="font-size: 80%;">Forget and input</a></li> |
| 292 | + <!-- navigation toc: --> <li><a href="._week46-bs059.html#basic-layout" style="font-size: 80%;">Basic layout</a></li> |
| 293 | + <!-- navigation toc: --> <li><a href="._week46-bs060.html#output-gate" style="font-size: 80%;">Output gate</a></li> |
| 294 | + <!-- navigation toc: --> <li><a href="._week46-bs061.html#summary-of-lstm" style="font-size: 80%;">Summary of LSTM</a></li> |
| 295 | + <!-- navigation toc: --> <li><a href="._week46-bs062.html#lstm-implementation-using-tensorflow" style="font-size: 80%;">LSTM implementation using TensorFlow</a></li> |
| 296 | + <!-- navigation toc: --> <li><a href="._week46-bs063.html#and-the-corresponding-one-with-pytorch" style="font-size: 80%;">And the corresponding one with PyTorch</a></li> |
250 | 297 |
|
251 | 298 | </ul> |
252 | 299 | </li> |
@@ -301,7 +348,7 @@ <h4>Week 46, November 10-14</h4> |
301 | 348 | <li><a href="._week46-bs008.html">9</a></li> |
302 | 349 | <li><a href="._week46-bs009.html">10</a></li> |
303 | 350 | <li><a href="">...</a></li> |
304 | | - <li><a href="._week46-bs045.html">46</a></li> |
| 351 | + <li><a href="._week46-bs063.html">64</a></li> |
305 | 352 | <li><a href="._week46-bs001.html">»</a></li> |
306 | 353 | </ul> |
307 | 354 | <!-- ------------------- end of main content --------------- --> |
|
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