├── .gitmodules ├── README.md ├── image-classification ├── README.md ├── face-emotion.ipynb ├── face-emotion │ ├── .gitignore │ ├── download.sh │ ├── src │ │ ├── data_generator.py │ │ ├── nn.py │ │ ├── test.py │ │ ├── train.py │ │ └── visualize.py │ ├── test_images │ │ ├── happy_kid.jpg │ │ ├── happy_man.jpg │ │ ├── happy_woman.jpg │ │ ├── sad_Trump.jpg │ │ ├── sad_kid.jpg │ │ └── sad_woman.jpg │ └── visualization │ │ ├── 130.jpg │ │ ├── 607.jpg │ │ ├── 791.jpg │ │ ├── 82.jpg │ │ ├── conv1_filters.jpg │ │ ├── conv4_130.jpg │ │ ├── conv4_607.jpg │ │ ├── conv4_791.jpg │ │ ├── conv4_82.jpg │ │ ├── saliency_map_130.jpg │ │ ├── saliency_map_607.jpg │ │ ├── saliency_map_791.jpg │ │ └── saliency_map_82.jpg ├── requirements.txt └── vs-cnn │ ├── .gitignore │ ├── download.sh │ └── src │ ├── data_generator.py │ ├── eval_base.py │ ├── eval_factor.py │ ├── layers.py │ ├── model_base.py │ ├── model_factor.py │ ├── tensorboard_logging.py │ ├── train_base.py │ └── train_factor.py ├── multimodal-recsys ├── 01_getting_started.ipynb ├── 02_multimodality.ipynb ├── 03_cross_modal.ipynb ├── README.md └── slides.pdf ├── multimodal-www23 ├── 00_slides.pdf ├── 01_getting_started.ipynb ├── 02_addressing_sparsity.ipynb ├── 03_explainability.ipynb └── README.md ├── recommender-systems ├── 01_introduction.ipynb ├── 02_neighborhood.ipynb ├── 03_matrix_factorization.ipynb ├── 04_implicit_feedback.ipynb ├── 05_multimodality.ipynb ├── 06_contextual_awareness.ipynb ├── 07_explanations.ipynb ├── 08_retrieval.ipynb ├── 09_deep_learning.ipynb ├── 10_model_ensembling.ipynb └── README.md └── unsupervised-learning └── dimensionality_reduction.ipynb /.gitmodules: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PreferredAI/tutorials/HEAD/.gitmodules -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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