├── .gitignore ├── Gaussian_EM ├── Gaussian_EM.ipynb └── experiment_result.html ├── Gaussian_Process ├── README.md ├── code_example.ipynb └── gaussian_process_theory.ipynb ├── HMM_EM ├── HMM.ipynb ├── HMM.py ├── README.md └── experiment_result.html ├── LDA_Fisher └── LDA.ipynb ├── MDN ├── Mixture density network.ipynb ├── NN.py ├── README.md ├── __pycache__ │ ├── NN.cpython-34.pyc │ └── utils.cpython-34.pyc └── utils.py ├── MF ├── SVD.ipynb └── Spectral_theorem.ipynb ├── PCA └── PCA.ipynb ├── PGM └── Untitled.ipynb ├── Probability_theorem ├── Proofs.ipynb └── README.md ├── README.md └── rbm ├── .ipynb_checkpoints └── RBM-checkpoint.ipynb ├── RBM.py ├── main.py ├── theory.ipynb └── utils.py /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__ 2 | .ipynb* 3 | *.swp 4 | MNIST_data 5 | -------------------------------------------------------------------------------- /Gaussian_EM/Gaussian_EM.ipynb: 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