diff --git a/README.md b/README.md
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@@ -51,7 +51,7 @@ For a gentle introduction to *AI in the Cloud* topic you may consider taking [Ge
   <td><a href="https://docs.microsoft.com/learn/modules/intro-computer-vision-tensorflow/?WT.mc_id=academic-33554-dmitryso">MS Learn</a></td>
   <td>PAT</td></tr>
 <tr><td>6</td><td>Intro to Computer Vision. OpenCV</td><td>Text<td colspan="2">Notebook</td><td></td></tr>
-<tr><td>7</td><td>Convolutional Neural Networks</td><td><a href="4-ComputerVision/07-ConvNets/README.md">Text</a><br/><a href="4-ComputerVision/07-ConvNets/CNN_Architectures.md">Architectures</a></td><td><a href="4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb">PyTorch</a></td><td><a href="4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb">Tensorflow</a></td><td></td></tr>
+<tr><td>7</td><td>Convolutional Neural Networks<br/>CNN Architectures<br/>Training Tricks</td><td><a href="4-ComputerVision/07-ConvNets/README.md">Text</a><br/><a href="4-ComputerVision/07-ConvNets/CNN_Architectures.md">Text</a><br/><a href="4-ComputerVision/07-ConvNets/TrainingTricks.md">Text</a></td><td><a href="4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb">PyTorch</a></td><td><a href="4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb">Tensorflow</a></td><td></td></tr>
 <tr><td>8</td><td>Pre-trained Networks and Transfer Learning</td><td><a href="4-ComputerVision/08-TransferLearning/README.md">Text</a></td><td><a href="4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb">PyTorch</a></td><td><a href="4-ComputerVision/08-TransferLearning/TransferLearningTF.ipynb">Tensorflow</a></td><td></td></tr>
 <tr><td>9</td><td>Autoencoders and VAEs</td><td>Text</td><td>PyTorch</td><td>Tensorflow</td><td></td></tr>
 <tr><td>10</td><td> Generative Adversarial Networks</td><td>Text</td><td>PyTorch</td><td>Tensorflow</td><td></td></tr>