Chapter 13: Neural networks for unstructured data
Figures
Supplementary material
| Title | Software | Link |
|---|---|---|
| Intro to Flax/Jax | Jax, Flax | flax_intro.ipynb |
| Intro to Tensorflow | TF2 | External |
| Intro to PyTorch | PyTorch | External |
| CIFAR image classification with MLP | PyTorch | mlp_cifar_pytorch.ipynb |
| MNIST image classification with MLP | TF2 | mlp_mnist_tf.ipynb |
| Dropout for an MLP | PyTorch | Notebook |
| IMDB movie review sentiment classification | TF2 | mlp_imdb_tf.ipynb |
| Hierarchical Bayes for BNNs | PyMC3 | bnn_hierarchical_pymc3.ipynb |
| Hierarchical Bayes for BNNs | NumPyro | bnn_hierarchical_numpyro.ipynb |
| NYU course on deep learning (2020) | PyTorch | External |