├── .actions ├── assistant.py ├── git-diff-sync.sh ├── requires.txt └── test_cli.py ├── .azure ├── docker-build.yml ├── ipynb-publish.yml └── ipynb-validate.yml ├── .codecov.yml ├── .gitattributes ├── .github ├── CODEOWNERS ├── CONTRIBUTING.md ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── config.yml │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md ├── dependabot.yml ├── label-change.yml ├── mergify.yml ├── stale.yml └── workflows │ ├── ci_block-ipybn.yml │ ├── ci_block-pub.yml │ ├── ci_checks.yml │ ├── ci_docs.yml │ ├── ci_internal.yml │ ├── ci_schema.yml │ ├── docs-deploy.yml │ └── labeler-pr.yml ├── .gitignore ├── .jupytext.yml ├── .notebooks └── README.md ├── .pre-commit-config.yaml ├── LICENSE ├── Makefile ├── README.md ├── _dockers ├── README.md └── ubuntu-cuda │ └── Dockerfile ├── _docs ├── .build_docs.sh ├── Makefile ├── make.bat └── source │ ├── _static │ └── images │ │ ├── icon.svg │ │ ├── logo.png │ │ └── logo.svg │ ├── _templates │ └── theme_variables.jinja │ ├── conf.py │ └── index.rst ├── _requirements ├── devel.txt ├── docs.txt └── test.txt ├── course_UvA-DL ├── 01-introduction-to-pytorch │ ├── .meta.yml │ ├── .thumb.jpg │ ├── comparison_CPU_GPU.png │ ├── continuous_xor.svg │ ├── notebook.py │ ├── pytorch_computation_graph.svg │ └── small_neural_network.svg ├── 02-activation-functions │ ├── .meta.yml │ ├── .thumb.jpg │ └── notebook.py ├── 03-initialization-and-optimization │ ├── .meta.yml │ ├── .thumb.jpg │ ├── flat_vs_sharp_minima.svg │ └── notebook.py ├── 04-inception-resnet-densenet │ ├── .meta.yaml │ ├── .thumb.jpg │ ├── densenet_block.svg │ ├── inception_block.svg │ ├── notebook.py │ ├── requirements.txt │ ├── resnet_block.svg │ ├── resnet_loss_surface.png │ ├── resnet_notation.svg │ ├── tensorboard_screenshot_DenseNet.png │ ├── tensorboard_screenshot_GoogleNet.png │ └── tensorboard_screenshot_ResNet.png ├── 05-transformers-and-MH-attention │ ├── .meta.yml │ ├── .thumb.jpg │ ├── MHAttention.py │ ├── attention_example.svg │ ├── cifar100_example_anomaly.png │ ├── comparison_conv_rnn.svg │ ├── multihead_attention.svg │ ├── scaled_dot_product_attn.svg │ ├── transformer_architecture.svg │ └── warmup_loss_plot.svg ├── 06-graph-neural-networks │ ├── .meta.yml │ ├── .thumb.jpg │ ├── example_graph.svg │ ├── gcn_network.png │ ├── graph_attention.jpeg │ ├── graph_attention_MLP.svg │ ├── graph_message_passing.svg │ ├── molecule_graph.svg │ ├── overview.py │ ├── requirements.txt │ └── torch_geometric_stacking_graphs.png ├── 07-deep-energy-based-generative-models │ ├── .meta.yml │ ├── .thumb.jpg │ ├── contrastive_divergence.svg │ ├── energy_models_application.png │ ├── notebook.py │ ├── requirements.txt │ ├── sampling.svg │ ├── tensorboard_screenshot.png │ └── training_algorithm.svg ├── 08-deep-autoencoders │ ├── .meta.yml │ ├── .thumb.jpg │ ├── autoencoder_visualization.svg │ ├── deconvolution.gif │ ├── notebook.py │ ├── requirements.txt │ └── tensorboard_projector_screenshot.jpeg ├── 09-normalizing-flows │ ├── .meta.yml │ ├── .thumb.jpg │ ├── NF.py │ ├── Squeeze_operation.svg │ ├── comparison_GAN_VAE_NF.png │ ├── coupling_flow.svg │ ├── dequantization_issue.svg │ ├── image_to_gaussian.svg │ ├── multiscale_flow.svg │ ├── normalizing_flow_layout.png │ ├── requirements.txt │ ├── uniform_flow.png │ └── vanilla_flow.svg ├── 10-autoregressive-image-modeling │ ├── .meta.yml │ ├── .thumb.jpg │ ├── PixelCNN_GatedConv.svg │ ├── autoregressive_image_modeling.svg │ ├── masked_convolution.svg │ ├── notebook.py │ └── pixelcnn_blind_spot.svg ├── 11-vision-transformer │ ├── .meta.yml │ ├── .thumb.jpg │ ├── VT.py │ ├── pre_layer_norm.svg │ ├── requirements.txt │ ├── tensorboard_screenshot.png │ └── vit_architecture.png ├── 12-meta-learning │ ├── .meta.yml │ ├── .thumb.jpg │ ├── MAML_algorithm.svg │ ├── MAML_figure.svg │ ├── few-shot-classification.png │ ├── notebook.py │ ├── protonet_classification.svg │ ├── requirements.txt │ ├── tensorboard_screenshot_ProtoMAML.png │ └── tensorboard_screenshot_ProtoNet.png ├── 13-contrastive-learning │ ├── .meta.yml │ ├── .thumb.jpg │ ├── SimCLR.py │ ├── crop_views.svg │ ├── requirements.txt │ ├── simclr_contrastive_learning.png │ ├── simclr_data_augmentations.jpg │ ├── simclr_network_setup.svg │ └── tensorboard_simclr.png └── requirements.txt ├── lightning_examples ├── augmentation_kornia │ ├── .meta.yml │ ├── .thumb.svg │ ├── augmentation.py │ └── requirements.txt ├── barlow-twins │ ├── .meta.yml │ ├── barlow_twins.py │ └── requirements.txt ├── basic-gan │ ├── .meta.yaml │ ├── gan.py │ └── requirements.txt ├── cifar10-baseline │ ├── .meta.yml │ ├── baseline.py │ └── requirements.txt ├── datamodules │ ├── .meta.yml │ ├── datamodules.py │ └── requirements.txt ├── finetuning-scheduler │ ├── .meta.yml │ ├── emphasized_yaml.png │ ├── finetuning-scheduler.py │ ├── fts_explicit_accuracy.png │ ├── fts_explicit_loss_anim.gif │ ├── implicit_training_transition.png │ ├── logo_fts.png │ ├── nofts_baseline_accuracy.png │ ├── requirements.txt │ └── side_by_side_yaml.png 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