├── .gitignore ├── LICENSE ├── README.md ├── data_ptb ├── test ├── train └── valid ├── notebooks ├── 01_linear_regression.ipynb ├── 02_logistic_regression.ipynb ├── 03_feedforward_network.ipynb ├── 04_01_cnn.ipynb ├── 04_02_cnn_block.ipynb ├── 05_inception.ipynb ├── 05_resnet.ipynb ├── 06_01_rnn.ipynb ├── 06_02_custom_rnn.ipynb ├── 06_03_fast_rnn.ipynb ├── 07_01_bidirectional_rnn.ipynb ├── 07_02_custom_bidirectional_rnn.ipynb ├── 08_01_rnn_lm.ipynb ├── 08_02_rnn_lm.ipynb ├── 09_vae.ipynb ├── 10_01_custom_models.ipynb ├── 10_02_custom_layers.ipynb ├── images │ ├── vae_reconstructed_epoch_1.png │ ├── vae_reconstructed_epoch_10.png │ ├── vae_reconstructed_epoch_11.png │ ├── vae_reconstructed_epoch_12.png │ ├── vae_reconstructed_epoch_13.png │ ├── vae_reconstructed_epoch_14.png │ ├── vae_reconstructed_epoch_15.png │ ├── vae_reconstructed_epoch_2.png │ ├── vae_reconstructed_epoch_3.png │ ├── vae_reconstructed_epoch_4.png │ ├── vae_reconstructed_epoch_5.png │ ├── vae_reconstructed_epoch_6.png │ ├── vae_reconstructed_epoch_7.png │ ├── vae_reconstructed_epoch_8.png │ ├── vae_reconstructed_epoch_9.png │ ├── vae_sampled_epoch_1.png │ ├── vae_sampled_epoch_10.png │ ├── vae_sampled_epoch_11.png │ ├── vae_sampled_epoch_12.png │ ├── vae_sampled_epoch_13.png │ ├── vae_sampled_epoch_14.png │ ├── vae_sampled_epoch_15.png │ ├── vae_sampled_epoch_2.png │ ├── vae_sampled_epoch_3.png │ ├── vae_sampled_epoch_4.png │ ├── vae_sampled_epoch_5.png │ ├── vae_sampled_epoch_6.png │ ├── vae_sampled_epoch_7.png │ ├── vae_sampled_epoch_8.png │ └── vae_sampled_epoch_9.png ├── language_model │ ├── sample.txt │ └── sample_2.txt └── utils │ ├── basic_lstm.py │ └── data_utils.py ├── scripts ├── 01_linear_regression.py ├── 02_logistic_regression.py ├── 03_feedforward_network.py ├── 04_01_cnn.py ├── 04_02_cnn_block.py ├── 05_inception.py ├── 05_resnet.py ├── 06_01_rnn.py ├── 06_02_custom_rnn.py ├── 06_03_fast_rnn.py ├── 07_01_bidirectional_rnn.py ├── 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