├── .gitattributes ├── .gitignore ├── Lab01_Environment_Preparation ├── 01_InstallGit.pdf ├── 02_InstallAnaconda.pdf ├── 03_InstallTensorflow.pdf └── tensorflow-1.0.0-cp35-cp35m-win_amd64.whl ├── Lab02_Basic_Tensorflow ├── .ipynb_checkpoints │ ├── Lab02_Understand_Tensor-checkpoint.ipynb │ └── Lab3_Understand_Tensor-checkpoint.ipynb ├── Lab02_Understand_Tensor.ipynb └── images │ ├── pic1.JPG │ ├── pic2.bmp │ ├── pic3.jpg │ ├── pic4.JPG │ ├── pic4.bmp │ └── pic5.jpg ├── Lab03_Perceptron ├── .ipynb_checkpoints │ ├── Lab03_Perceptron_and_Backprob-checkpoint.ipynb │ └── Lab4_Perceptron_and_Backprob-checkpoint.ipynb ├── 538.json ├── Lab03_Perceptron_and_Backprob.ipynb ├── __pycache__ │ └── utils.cpython-35.pyc ├── images │ ├── 1.JPG │ ├── logic_table.gif │ ├── lr.png │ └── xor.png └── utils.py ├── Lab04_Simple_Softmax ├── .ipynb_checkpoints │ ├── 04_Simple_Softmax-checkpoint.ipynb │ └── 05_Simple_Softmax-checkpoint.ipynb ├── 04_Simple_Softmax.ipynb └── images │ ├── 3.png │ ├── optimizer1.gif │ ├── optimizer2.gif │ └── softmax_regression_en.png ├── Lab05_Multi_Layer_Percentron ├── .ipynb_checkpoints │ ├── Lab05_Multilayer_Perceptron-checkpoint.ipynb │ └── Lab6_Multilayer_Perceptron-checkpoint.ipynb └── Lab05_Multilayer_Perceptron.ipynb ├── Lab06_Deep_Learning ├── .ipynb_checkpoints │ └── Lab06_Deep_Learning-checkpoint.ipynb └── Lab06_Deep_Learning.ipynb ├── Lab07_Deep_Learning_Ext ├── .ipynb_checkpoints │ └── Lab07_Deep_Learning_Ext-checkpoint.ipynb └── Lab07_Deep_Learning_Ext.ipynb ├── Lab08_Convolution_Neural_Network ├── .ipynb_checkpoints │ └── LAB08_Convolution_Neural_Network-checkpoint.ipynb ├── LAB08_Convolution_Neural_Network.ipynb ├── TFLEARN.ipynb └── images │ ├── convo1.mp4 │ ├── convo2.mp4 │ ├── convo_in_01.mp4 │ ├── convo_in_02.mp4 │ ├── convo_in_03.mp4 │ ├── model.jpg │ └── model.png ├── Lab09_Deep_Q_Learning ├── LAB09_Deep_Q_Learning.ipynb ├── LAB09_Deep_Q_Learning_fin.ipynb ├── assets │ ├── audio │ │ ├── die.ogg │ │ ├── die.wav │ │ ├── hit.ogg │ │ ├── hit.wav │ │ ├── point.ogg │ │ ├── point.wav │ │ ├── swoosh.ogg │ │ ├── swoosh.wav │ │ ├── wing.ogg │ │ └── wing.wav │ └── sprites │ │ ├── 0.png │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ ├── 9.png │ │ ├── background-black.png │ │ ├── base.png │ │ ├── pipe-green.png │ │ ├── redbird-downflap.png │ │ ├── redbird-midflap.png │ │ └── redbird-upflap.png ├── deep_q_network.py ├── game │ ├── __pycache__ │ │ ├── flappy_bird_utils.cpython-35.pyc │ │ └── wrapped_flappy_bird.cpython-35.pyc │ ├── flappy_bird_utils.py │ └── wrapped_flappy_bird.py ├── logs_bird │ ├── hidden.txt │ └── readout.txt └── saved_networks │ ├── bird-dqn-2450000.data-00000-of-00001 │ ├── bird-dqn-2450000.index │ ├── bird-dqn-2450000.meta │ └── checkpoint ├── Lab10_Recurrent_NeuralNetwork ├── .ipynb_checkpoints │ └── Tumbon-checkpoint.ipynb ├── LABXX_Basic_RNN.ipynb ├── LabXX_LSTMCell.ipynb ├── Tumbon.ipynb ├── US_Cities.txt └── images │ └── 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