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Expand Up @@ -35,18 +35,18 @@ This course concerns the latest techniques in deep learning and representation l
<tbody>
<!-- =============================== WEEK 1 ================================ -->
<tr>
<td rowspan="3" align="center"><a href="chapters/01">β‘ </a></td>
<td rowspan="3" align="center"><a href="en/week01/01">β‘ </a></td>
<td rowspan="2">Lecture</td>
<td><a href="chapters/01-1">History and motivation</a></td>
<td><a href="en/week01/01-1">History and motivation</a></td>
<td rowspan="2">
<a href="https://drive.google.com/open?id=1Q7LtZyIS1f3TfeTGll3aDtWygh3GAfCb">πŸ–₯️</a>
<a href="https://www.youtube.com/watch?v=0bMe_vCZo30">πŸŽ₯</a>
</td>
</tr>
<tr><td><a href="chapters/01-2">Evolution and DL</a></td></tr>
<tr><td><a href="en/week01/01-2">Evolution and DL</a></td></tr>
<tr>
<td rowspan="1">Practicum</td>
<td><a href="chapters/01-3">Neural nets (NN)</a></td>
<td><a href="en/week01/01-3">Neural nets (NN)</a></td>
<td>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/01-tensor_tutorial.ipynb">πŸ““</a>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/02-space_stretching.ipynb">πŸ““</a>
Expand All @@ -55,18 +55,18 @@ This course concerns the latest techniques in deep learning and representation l
</tr>
<!-- =============================== WEEK 2 ================================ -->
<tr>
<td rowspan="3" align="center"><a href="chapters/02">β‘‘</a></td>
<td rowspan="3" align="center"><a href="en/week02/02">β‘‘</a></td>
<td rowspan="2">Lecture</td>
<td><a href="chapters/02-1">SGD and backprop</a></td>
<td><a href="en/week02/02-1">SGD and backprop</a></td>
<td rowspan="2">
<a href="https://drive.google.com/open?id=1w2jV_BT2hWzfOKBR02x_rB4-dfVUI6SR">πŸ–₯️</a>
<a href="https://www.youtube.com/watch?v=d9vdh3b787Y">πŸŽ₯</a>
</td>
</tr>
<tr><td><a href="chapters/02-2">Backprop in practice</a></td></tr>
<tr><td><a href="en/week02/02-2">Backprop in practice</a></td></tr>
<tr>
<td rowspan="1">Practicum</td>
<td><a href="chapters/02-3">NN training</a></td>
<td><a href="en/week02/02-3">NN training</a></td>
<td>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/slides/01%20-%20Spiral%20classification.pdf">πŸ–₯</a>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/04-spiral_classification.ipynb">πŸ““</a>
Expand All @@ -76,62 +76,62 @@ This course concerns the latest techniques in deep learning and representation l
</tr>
<!-- =============================== WEEK 3 ================================ -->
<tr>
<td rowspan="3" align="center"><a href="chapters/03">β‘’</a></td>
<td rowspan="3" align="center"><a href="en/week03/03">β‘’</a></td>
<td rowspan="2">Lecture</td>
<td><a href="chapters/03-1">Parameter transformation</a></td>
<td><a href="en/week03/03-1">Parameter transformation</a></td>
<td rowspan="2">
<a href="https://drive.google.com/open?id=18UFaOGNKKKO5TYnSxr2b8dryI-PgZQmC">πŸ–₯️</a>
</td>
</tr>
<tr><td><a href="chapters/03-2">CNN</a></td></tr>
<tr><td><a href="en/week03/03-2">CNN</a></td></tr>
<tr>
<td rowspan="1">Practicum</td>
<td><a href="chapters/03-3">Natural signals' properties</a></td>
<td><a href="en/week03/03-3">Natural signals' properties</a></td>
<td>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/slides/02%20-%20CNN.pdf">πŸ–₯</a>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/06-convnet.ipynb">πŸ““</a>
</td>
</tr>
<!-- =============================== WEEK 4 ================================ -->
<tr>
<td rowspan="1" align="center"><a href="chapters/04">β‘£</a></td>
<td rowspan="1" align="center"><a href="en/week04/04">β‘£</a></td>
<td rowspan="1">Practicum</td>
<td><a href="chapters/04-1">1D convolutions</a></td>
<td><a href="en/week04/04-1">1D convolutions</a></td>
<td>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/07-listening_to_kernels.ipynb">πŸ““</a>
</td>
</tr>
<!-- =============================== WEEK 5 ================================ -->
<tr>
<td rowspan="3" align="center"><a href="chapters/05">β‘€</a></td>
<td rowspan="3" align="center"><a href="en/week05/05">β‘€</a></td>
<td rowspan="2">Lecture</td>
<td><a href="chapters/05-1"></a>-</td>
<td><a href="en/week05/05-1"></a>-</td>
<td rowspan="2">
<a href="https://drive.google.com/open?id=1pwlGN6hDFfEYQqBqcMjWbe4yfBDTxsab">πŸ–₯️</a>
</td>
</tr>
<tr><td><a href="chapters/05-2"></a>-</td></tr>
<tr><td><a href="en/week05/05-2"></a>-</td></tr>
<tr>
<td rowspan="1">Practicum</td>
<td><a href="chapters/05-3"></a>-</td>
<td><a href="en/week05/05-3"></a>-</td>
<td>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/03-autograd_tutorial.ipynb">πŸ““</a>
<a href="https://github.com/Atcold/pytorch-Deep-Learning/blob/master/extra/b-custom_grads.ipynb">πŸ““</a>
</td>
</tr>
<!-- =============================== WEEK 6 ================================ -->
<tr>
<td rowspan="3" align="center"><a href="chapters/06"></a>β‘₯</td>
<td rowspan="3" align="center"><a href="en/week06/06"></a>β‘₯</td>
<td rowspan="2">Lecture</td>
<td><a href="chapters/06-1"></a>-</td>
<td><a href="en/week06/06-1"></a>-</td>
<td rowspan="2">
<a href=""></a>
</td>
</tr>
<tr><td><a href="chapters/06-2"></a>-</td></tr>
<tr><td><a href="en/week06/06-2"></a>-</td></tr>
<tr>
<td rowspan="1">Practicum</td>
<td><a href="chapters/06-3"></a>-</td>
<td><a href="en/week06/06-3"></a>-</td>
<td>
</td>
</tr>
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