├── Chapter01 ├── .DS_Store ├── data │ └── LondonAir_TH_MER_NO2.csv └── xgboost_model.R ├── Chapter02 ├── B09948_02_Code │ ├── adult_processed_test.csv │ ├── adult_processed_train.csv │ ├── explore_h2o.R │ ├── explore_keras.R │ ├── explore_mxnet.R │ ├── explore_rbm.R │ ├── explore_reinforcement_learning.R │ ├── installing_deep_learning_packages.R │ └── prepare_sample_data.R └── __MACOSX │ └── B09948_02_Code │ ├── ._explore_h2o.R │ ├── ._explore_keras.R │ ├── ._explore_mxnet.R │ ├── ._explore_rbm.R │ ├── ._explore_reinforcement_learning.R │ ├── ._installing_deep_learning_packages.R │ └── ._prepare_sample_data.R ├── Chapter03 ├── leaky_relu_function.R ├── neural_network_with_base_r.R ├── neural_network_with_neuralnet.R ├── relu_function.R ├── sigmoid_function.R ├── softmax_function.R ├── swish_function.R └── tanh_function.R ├── Chapter04 ├── cnn_with_keras.R ├── deeper_cnn_with_dropout_in_keras.R ├── deeper_cnn_with_keras.R ├── deeper_cnn_with_leaky_relu_in_keras.R ├── neural_network_with_keras.R ├── neural_network_with_neuralnet.R └── random_forest_model.R ├── Chapter05 ├── choose_hidden_layer_count.R ├── data_prep_and_preprocessing.R └── final_model.R ├── Chapter06 └── B09948_06_Code │ ├── .Rhistory │ ├── eda.R │ ├── preprocess.R │ ├── recommender.R │ ├── steam-200k.csv │ └── tuning.R ├── Chapter07 ├── dbn.R ├── gibbs.R ├── rbm.R ├── rbm2.R ├── spacy_pre_trained_embeddings.R ├── spam.csv ├── text_summary.R ├── tokens.R └── topics.R ├── Chapter08 ├── arima.R ├── make_stationary.R ├── model.R ├── timeseries_generator.R └── tuning.R ├── Chapter09 ├── Alarms_&_Clock_icon.png ├── data │ └── faces │ │ ├── George_W_Bush_0001.jpg │ │ ├── George_W_Bush_0002.jpg │ │ ├── George_W_Bush_0003.jpg │ │ ├── George_W_Bush_0004.jpg │ │ ├── George_W_Bush_0005.jpg │ │ ├── George_W_Bush_0006.jpg │ │ ├── George_W_Bush_0007.jpg │ │ ├── George_W_Bush_0008.jpg │ │ ├── George_W_Bush_0009.jpg │ │ ├── George_W_Bush_0010.jpg │ │ ├── George_W_Bush_0011.jpg │ │ ├── George_W_Bush_0012.jpg │ │ ├── George_W_Bush_0013.jpg │ │ ├── George_W_Bush_0014.jpg │ │ ├── George_W_Bush_0015.jpg │ │ ├── George_W_Bush_0016.jpg │ │ ├── George_W_Bush_0017.jpg │ │ ├── George_W_Bush_0018.jpg │ │ ├── George_W_Bush_0019.jpg │ │ ├── George_W_Bush_0020.jpg │ │ ├── George_W_Bush_0021.jpg │ │ ├── George_W_Bush_0022.jpg │ │ ├── George_W_Bush_0023.jpg │ │ ├── George_W_Bush_0024.jpg │ │ ├── George_W_Bush_0025.jpg │ │ ├── George_W_Bush_0026.jpg │ │ ├── George_W_Bush_0027.jpg │ │ ├── George_W_Bush_0028.jpg │ │ ├── George_W_Bush_0029.jpg │ │ ├── George_W_Bush_0030.jpg │ │ ├── George_W_Bush_0031.jpg │ │ ├── George_W_Bush_0032.jpg │ │ ├── George_W_Bush_0033.jpg │ │ ├── George_W_Bush_0034.jpg │ │ ├── George_W_Bush_0035.jpg │ │ ├── George_W_Bush_0036.jpg │ │ ├── George_W_Bush_0037.jpg │ │ ├── George_W_Bush_0038.jpg │ │ ├── George_W_Bush_0039.jpg │ │ ├── George_W_Bush_0040.jpg │ │ ├── George_W_Bush_0041.jpg │ │ ├── George_W_Bush_0042.jpg │ │ ├── George_W_Bush_0043.jpg │ │ ├── George_W_Bush_0044.jpg │ │ ├── George_W_Bush_0045.jpg │ │ ├── George_W_Bush_0046.jpg │ │ ├── George_W_Bush_0047.jpg │ │ ├── George_W_Bush_0048.jpg │ │ ├── George_W_Bush_0049.jpg │ │ ├── George_W_Bush_0050.jpg │ │ ├── George_W_Bush_0051.jpg │ │ ├── George_W_Bush_0052.jpg │ │ ├── George_W_Bush_0053.jpg │ │ ├── George_W_Bush_0054.jpg │ │ ├── George_W_Bush_0055.jpg │ │ ├── George_W_Bush_0056.jpg │ │ ├── George_W_Bush_0057.jpg │ │ ├── George_W_Bush_0058.jpg │ │ ├── George_W_Bush_0059.jpg │ │ ├── George_W_Bush_0060.jpg │ │ ├── George_W_Bush_0061.jpg │ │ ├── George_W_Bush_0062.jpg │ │ ├── George_W_Bush_0063.jpg │ │ ├── George_W_Bush_0064.jpg │ │ ├── George_W_Bush_0065.jpg │ │ ├── George_W_Bush_0066.jpg │ │ ├── George_W_Bush_0067.jpg │ │ ├── George_W_Bush_0068.jpg │ │ ├── George_W_Bush_0069.jpg │ │ ├── George_W_Bush_0070.jpg │ │ ├── George_W_Bush_0071.jpg │ │ ├── George_W_Bush_0072.jpg │ │ ├── George_W_Bush_0073.jpg │ │ ├── George_W_Bush_0074.jpg │ │ ├── George_W_Bush_0075.jpg │ │ ├── George_W_Bush_0076.jpg │ │ ├── George_W_Bush_0077.jpg │ │ ├── George_W_Bush_0078.jpg │ │ ├── George_W_Bush_0079.jpg │ │ ├── George_W_Bush_0080.jpg │ │ ├── George_W_Bush_0081.jpg │ │ ├── George_W_Bush_0082.jpg │ │ ├── George_W_Bush_0083.jpg │ │ ├── George_W_Bush_0084.jpg │ │ ├── George_W_Bush_0085.jpg │ │ ├── George_W_Bush_0086.jpg │ │ ├── George_W_Bush_0087.jpg │ │ ├── George_W_Bush_0088.jpg │ │ ├── George_W_Bush_0089.jpg │ │ ├── George_W_Bush_0090.jpg │ │ ├── George_W_Bush_0091.jpg │ │ ├── George_W_Bush_0092.jpg │ │ ├── George_W_Bush_0093.jpg │ │ ├── George_W_Bush_0094.jpg │ │ ├── George_W_Bush_0095.jpg │ │ ├── George_W_Bush_0096.jpg │ │ ├── George_W_Bush_0097.jpg │ │ ├── George_W_Bush_0098.jpg │ │ ├── George_W_Bush_0099.jpg │ │ ├── George_W_Bush_0100.jpg │ │ ├── George_W_Bush_0101.jpg │ │ ├── George_W_Bush_0102.jpg │ │ ├── George_W_Bush_0103.jpg │ │ ├── George_W_Bush_0104.jpg │ │ ├── George_W_Bush_0105.jpg │ │ ├── George_W_Bush_0106.jpg │ │ ├── George_W_Bush_0107.jpg │ │ ├── George_W_Bush_0108.jpg │ │ ├── George_W_Bush_0109.jpg │ │ ├── George_W_Bush_0110.jpg │ │ ├── George_W_Bush_0111.jpg │ │ ├── George_W_Bush_0112.jpg │ │ ├── George_W_Bush_0113.jpg │ │ ├── George_W_Bush_0114.jpg │ │ ├── George_W_Bush_0115.jpg │ │ ├── George_W_Bush_0116.jpg │ │ ├── George_W_Bush_0117.jpg │ │ ├── George_W_Bush_0118.jpg │ │ ├── George_W_Bush_0119.jpg │ │ ├── George_W_Bush_0120.jpg │ │ ├── George_W_Bush_0121.jpg │ │ ├── George_W_Bush_0122.jpg │ │ ├── George_W_Bush_0123.jpg │ │ ├── George_W_Bush_0124.jpg │ │ ├── George_W_Bush_0125.jpg │ │ ├── George_W_Bush_0126.jpg │ │ ├── George_W_Bush_0127.jpg │ │ ├── George_W_Bush_0128.jpg │ │ ├── George_W_Bush_0129.jpg │ │ ├── George_W_Bush_0130.jpg │ │ ├── George_W_Bush_0131.jpg │ │ ├── George_W_Bush_0132.jpg │ │ ├── George_W_Bush_0133.jpg │ │ ├── George_W_Bush_0134.jpg │ │ ├── George_W_Bush_0135.jpg │ │ ├── George_W_Bush_0136.jpg │ │ ├── George_W_Bush_0137.jpg │ │ ├── George_W_Bush_0138.jpg │ │ ├── George_W_Bush_0139.jpg │ │ ├── George_W_Bush_0140.jpg │ │ ├── George_W_Bush_0141.jpg │ │ ├── George_W_Bush_0142.jpg │ │ ├── George_W_Bush_0143.jpg │ │ ├── George_W_Bush_0144.jpg │ │ ├── George_W_Bush_0145.jpg │ │ ├── George_W_Bush_0146.jpg │ │ ├── George_W_Bush_0147.jpg │ │ ├── George_W_Bush_0148.jpg │ │ ├── George_W_Bush_0149.jpg │ │ ├── George_W_Bush_0150.jpg │ │ ├── George_W_Bush_0151.jpg │ │ ├── George_W_Bush_0152.jpg │ │ ├── George_W_Bush_0153.jpg │ │ ├── George_W_Bush_0154.jpg │ │ ├── George_W_Bush_0155.jpg │ │ ├── George_W_Bush_0156.jpg │ │ ├── George_W_Bush_0157.jpg │ │ ├── George_W_Bush_0158.jpg │ │ ├── George_W_Bush_0159.jpg │ │ ├── George_W_Bush_0160.jpg │ │ ├── George_W_Bush_0161.jpg │ │ ├── George_W_Bush_0162.jpg │ │ ├── George_W_Bush_0163.jpg │ │ ├── George_W_Bush_0164.jpg │ │ ├── George_W_Bush_0165.jpg │ │ ├── George_W_Bush_0166.jpg │ │ ├── George_W_Bush_0167.jpg │ │ ├── George_W_Bush_0168.jpg │ │ ├── George_W_Bush_0169.jpg │ │ ├── George_W_Bush_0170.jpg │ │ ├── George_W_Bush_0171.jpg │ │ ├── George_W_Bush_0172.jpg │ │ ├── George_W_Bush_0173.jpg │ │ ├── George_W_Bush_0174.jpg │ │ ├── George_W_Bush_0175.jpg │ │ ├── George_W_Bush_0176.jpg │ │ ├── George_W_Bush_0177.jpg │ │ ├── George_W_Bush_0178.jpg │ │ ├── George_W_Bush_0179.jpg │ │ ├── George_W_Bush_0180.jpg │ │ ├── George_W_Bush_0181.jpg │ │ ├── George_W_Bush_0182.jpg │ │ ├── George_W_Bush_0183.jpg │ │ ├── George_W_Bush_0184.jpg │ │ ├── George_W_Bush_0185.jpg │ │ ├── George_W_Bush_0186.jpg │ │ ├── George_W_Bush_0187.jpg │ │ ├── George_W_Bush_0188.jpg │ │ ├── George_W_Bush_0189.jpg │ │ ├── George_W_Bush_0190.jpg │ │ ├── George_W_Bush_0191.jpg │ │ ├── George_W_Bush_0192.jpg │ │ ├── George_W_Bush_0193.jpg │ │ ├── George_W_Bush_0194.jpg │ │ ├── George_W_Bush_0195.jpg │ │ ├── George_W_Bush_0196.jpg │ │ ├── George_W_Bush_0197.jpg │ │ ├── George_W_Bush_0198.jpg │ │ ├── George_W_Bush_0199.jpg │ │ ├── George_W_Bush_0200.jpg │ │ ├── George_W_Bush_0201.jpg │ │ ├── George_W_Bush_0202.jpg │ │ ├── George_W_Bush_0203.jpg │ │ ├── George_W_Bush_0204.jpg │ │ ├── George_W_Bush_0205.jpg │ │ ├── George_W_Bush_0206.jpg │ │ ├── George_W_Bush_0207.jpg │ │ ├── George_W_Bush_0208.jpg │ │ ├── George_W_Bush_0209.jpg │ │ ├── George_W_Bush_0210.jpg │ │ ├── George_W_Bush_0211.jpg │ │ ├── George_W_Bush_0212.jpg │ │ ├── George_W_Bush_0213.jpg │ │ ├── George_W_Bush_0214.jpg │ │ ├── George_W_Bush_0215.jpg │ │ ├── George_W_Bush_0216.jpg │ │ ├── George_W_Bush_0217.jpg │ │ ├── George_W_Bush_0218.jpg │ │ ├── George_W_Bush_0219.jpg │ │ ├── George_W_Bush_0220.jpg │ │ ├── George_W_Bush_0221.jpg │ │ ├── George_W_Bush_0222.jpg │ │ ├── George_W_Bush_0223.jpg │ │ ├── George_W_Bush_0224.jpg │ │ ├── George_W_Bush_0225.jpg │ │ ├── George_W_Bush_0226.jpg │ │ ├── George_W_Bush_0227.jpg │ │ ├── George_W_Bush_0228.jpg │ │ ├── George_W_Bush_0229.jpg │ │ ├── George_W_Bush_0230.jpg │ │ ├── George_W_Bush_0231.jpg │ │ ├── George_W_Bush_0232.jpg │ │ ├── George_W_Bush_0233.jpg │ │ ├── George_W_Bush_0234.jpg │ │ ├── George_W_Bush_0235.jpg │ │ ├── George_W_Bush_0236.jpg │ │ ├── George_W_Bush_0237.jpg │ │ ├── George_W_Bush_0238.jpg │ │ ├── George_W_Bush_0239.jpg │ │ ├── George_W_Bush_0240.jpg │ │ ├── George_W_Bush_0241.jpg │ │ ├── George_W_Bush_0242.jpg │ │ ├── George_W_Bush_0243.jpg │ │ ├── George_W_Bush_0244.jpg │ │ ├── George_W_Bush_0245.jpg │ │ ├── George_W_Bush_0246.jpg │ │ ├── George_W_Bush_0247.jpg │ │ ├── George_W_Bush_0248.jpg │ │ ├── George_W_Bush_0249.jpg │ │ ├── George_W_Bush_0250.jpg │ │ ├── George_W_Bush_0251.jpg │ │ ├── George_W_Bush_0252.jpg │ │ ├── George_W_Bush_0253.jpg │ │ ├── George_W_Bush_0254.jpg │ │ ├── George_W_Bush_0255.jpg │ │ ├── George_W_Bush_0256.jpg │ │ ├── George_W_Bush_0257.jpg │ │ ├── George_W_Bush_0258.jpg │ │ ├── George_W_Bush_0259.jpg │ │ ├── George_W_Bush_0260.jpg │ │ ├── George_W_Bush_0261.jpg │ │ ├── George_W_Bush_0262.jpg │ │ ├── George_W_Bush_0263.jpg │ │ ├── George_W_Bush_0264.jpg │ │ ├── George_W_Bush_0265.jpg │ │ ├── George_W_Bush_0266.jpg │ │ ├── George_W_Bush_0267.jpg │ │ ├── George_W_Bush_0268.jpg │ │ ├── George_W_Bush_0269.jpg │ │ ├── George_W_Bush_0270.jpg │ │ ├── George_W_Bush_0271.jpg │ │ ├── George_W_Bush_0272.jpg │ │ ├── George_W_Bush_0273.jpg │ │ ├── George_W_Bush_0274.jpg │ │ ├── George_W_Bush_0275.jpg │ │ ├── George_W_Bush_0276.jpg │ │ ├── George_W_Bush_0277.jpg │ │ ├── George_W_Bush_0278.jpg │ │ ├── George_W_Bush_0279.jpg │ │ ├── George_W_Bush_0280.jpg │ │ ├── George_W_Bush_0281.jpg │ │ ├── George_W_Bush_0282.jpg │ │ ├── George_W_Bush_0283.jpg │ │ ├── George_W_Bush_0284.jpg │ │ ├── George_W_Bush_0285.jpg │ │ ├── George_W_Bush_0286.jpg │ │ ├── George_W_Bush_0287.jpg │ │ ├── George_W_Bush_0288.jpg │ │ ├── George_W_Bush_0289.jpg │ │ ├── George_W_Bush_0290.jpg │ │ ├── George_W_Bush_0291.jpg │ │ ├── George_W_Bush_0292.jpg │ │ ├── George_W_Bush_0293.jpg │ │ ├── George_W_Bush_0294.jpg │ │ ├── George_W_Bush_0295.jpg │ │ ├── George_W_Bush_0296.jpg │ │ ├── George_W_Bush_0297.jpg │ │ ├── George_W_Bush_0298.jpg │ │ ├── George_W_Bush_0299.jpg │ │ ├── George_W_Bush_0300.jpg │ │ ├── George_W_Bush_0301.jpg │ │ ├── George_W_Bush_0302.jpg │ │ ├── George_W_Bush_0303.jpg │ │ ├── George_W_Bush_0304.jpg │ │ ├── George_W_Bush_0305.jpg │ │ ├── George_W_Bush_0306.jpg │ │ ├── George_W_Bush_0307.jpg │ │ ├── George_W_Bush_0308.jpg │ │ ├── George_W_Bush_0309.jpg │ │ ├── George_W_Bush_0310.jpg │ │ ├── George_W_Bush_0311.jpg │ │ ├── George_W_Bush_0312.jpg │ │ ├── George_W_Bush_0313.jpg │ │ ├── George_W_Bush_0314.jpg │ │ ├── George_W_Bush_0315.jpg │ │ ├── George_W_Bush_0316.jpg │ │ ├── George_W_Bush_0317.jpg │ │ ├── George_W_Bush_0318.jpg │ │ ├── George_W_Bush_0319.jpg │ │ ├── George_W_Bush_0320.jpg │ │ ├── George_W_Bush_0321.jpg │ │ ├── George_W_Bush_0322.jpg │ │ ├── George_W_Bush_0323.jpg │ │ ├── George_W_Bush_0324.jpg │ │ ├── George_W_Bush_0325.jpg │ │ ├── George_W_Bush_0326.jpg │ │ ├── George_W_Bush_0327.jpg │ │ ├── George_W_Bush_0328.jpg │ │ ├── George_W_Bush_0329.jpg │ │ ├── George_W_Bush_0330.jpg │ │ ├── George_W_Bush_0331.jpg │ │ ├── George_W_Bush_0332.jpg │ │ ├── George_W_Bush_0333.jpg │ │ ├── George_W_Bush_0334.jpg │ │ ├── George_W_Bush_0335.jpg │ │ ├── George_W_Bush_0336.jpg │ │ ├── George_W_Bush_0337.jpg │ │ ├── George_W_Bush_0338.jpg │ │ ├── George_W_Bush_0339.jpg │ │ ├── George_W_Bush_0340.jpg │ │ ├── George_W_Bush_0341.jpg │ │ ├── George_W_Bush_0342.jpg │ │ ├── George_W_Bush_0343.jpg │ │ ├── George_W_Bush_0344.jpg │ │ ├── George_W_Bush_0345.jpg │ │ ├── George_W_Bush_0346.jpg │ │ ├── George_W_Bush_0347.jpg │ │ ├── George_W_Bush_0348.jpg │ │ ├── George_W_Bush_0349.jpg │ │ ├── George_W_Bush_0350.jpg │ │ ├── George_W_Bush_0351.jpg │ │ ├── George_W_Bush_0352.jpg │ │ ├── George_W_Bush_0353.jpg │ │ ├── George_W_Bush_0354.jpg │ │ ├── George_W_Bush_0355.jpg │ │ ├── George_W_Bush_0356.jpg │ │ ├── George_W_Bush_0357.jpg │ │ ├── George_W_Bush_0358.jpg │ │ ├── George_W_Bush_0359.jpg │ │ ├── George_W_Bush_0360.jpg │ │ ├── George_W_Bush_0361.jpg │ │ ├── George_W_Bush_0362.jpg │ │ ├── George_W_Bush_0363.jpg │ │ ├── George_W_Bush_0364.jpg │ │ ├── George_W_Bush_0365.jpg │ │ ├── George_W_Bush_0366.jpg │ │ ├── George_W_Bush_0367.jpg │ │ ├── George_W_Bush_0368.jpg │ │ ├── George_W_Bush_0369.jpg │ │ ├── George_W_Bush_0370.jpg │ │ ├── George_W_Bush_0371.jpg │ │ ├── George_W_Bush_0372.jpg │ │ ├── George_W_Bush_0373.jpg │ │ ├── George_W_Bush_0374.jpg │ │ ├── George_W_Bush_0375.jpg │ │ ├── George_W_Bush_0376.jpg │ │ ├── George_W_Bush_0377.jpg │ │ ├── George_W_Bush_0378.jpg │ │ ├── George_W_Bush_0379.jpg │ │ ├── George_W_Bush_0380.jpg │ │ ├── George_W_Bush_0381.jpg │ │ ├── George_W_Bush_0382.jpg │ │ ├── George_W_Bush_0383.jpg │ │ ├── George_W_Bush_0384.jpg │ │ ├── George_W_Bush_0385.jpg │ │ ├── George_W_Bush_0386.jpg │ │ ├── George_W_Bush_0387.jpg │ │ ├── George_W_Bush_0388.jpg │ │ ├── George_W_Bush_0389.jpg │ │ ├── George_W_Bush_0390.jpg │ │ ├── George_W_Bush_0391.jpg │ │ ├── George_W_Bush_0392.jpg │ │ ├── George_W_Bush_0393.jpg │ │ ├── George_W_Bush_0394.jpg │ │ ├── George_W_Bush_0395.jpg │ │ ├── George_W_Bush_0396.jpg │ │ ├── George_W_Bush_0397.jpg │ │ ├── George_W_Bush_0398.jpg │ │ ├── George_W_Bush_0399.jpg │ │ ├── George_W_Bush_0400.jpg │ │ ├── George_W_Bush_0401.jpg │ │ ├── George_W_Bush_0402.jpg │ │ ├── George_W_Bush_0403.jpg │ │ ├── George_W_Bush_0404.jpg │ │ ├── George_W_Bush_0405.jpg │ │ ├── George_W_Bush_0406.jpg │ │ ├── George_W_Bush_0407.jpg │ │ ├── George_W_Bush_0408.jpg │ │ ├── George_W_Bush_0409.jpg │ │ ├── George_W_Bush_0410.jpg │ │ ├── George_W_Bush_0411.jpg │ │ ├── George_W_Bush_0412.jpg │ │ ├── George_W_Bush_0413.jpg │ │ ├── George_W_Bush_0414.jpg │ │ ├── George_W_Bush_0415.jpg │ │ ├── George_W_Bush_0416.jpg │ │ ├── George_W_Bush_0417.jpg │ │ ├── George_W_Bush_0418.jpg │ │ ├── George_W_Bush_0419.jpg │ │ ├── George_W_Bush_0420.jpg │ │ ├── George_W_Bush_0421.jpg │ │ ├── George_W_Bush_0422.jpg │ │ ├── George_W_Bush_0423.jpg │ │ ├── George_W_Bush_0424.jpg │ │ ├── George_W_Bush_0425.jpg │ │ ├── George_W_Bush_0426.jpg │ │ ├── George_W_Bush_0427.jpg │ │ ├── George_W_Bush_0428.jpg │ │ ├── George_W_Bush_0429.jpg │ │ ├── George_W_Bush_0430.jpg │ │ ├── George_W_Bush_0431.jpg │ │ ├── George_W_Bush_0432.jpg │ │ ├── George_W_Bush_0433.jpg │ │ ├── George_W_Bush_0434.jpg │ │ ├── George_W_Bush_0435.jpg │ │ ├── George_W_Bush_0436.jpg │ │ ├── George_W_Bush_0437.jpg │ │ ├── George_W_Bush_0438.jpg │ │ ├── George_W_Bush_0439.jpg │ │ ├── George_W_Bush_0440.jpg │ │ ├── George_W_Bush_0441.jpg │ │ ├── George_W_Bush_0442.jpg │ │ ├── George_W_Bush_0443.jpg │ │ ├── George_W_Bush_0444.jpg │ │ ├── George_W_Bush_0445.jpg │ │ ├── George_W_Bush_0446.jpg │ │ ├── George_W_Bush_0447.jpg │ │ ├── George_W_Bush_0448.jpg │ │ ├── George_W_Bush_0449.jpg │ │ ├── George_W_Bush_0450.jpg │ │ ├── George_W_Bush_0451.jpg │ │ ├── George_W_Bush_0452.jpg │ │ ├── George_W_Bush_0453.jpg │ │ ├── George_W_Bush_0454.jpg │ │ ├── George_W_Bush_0455.jpg │ │ ├── George_W_Bush_0456.jpg │ │ ├── George_W_Bush_0457.jpg │ │ ├── George_W_Bush_0458.jpg │ │ ├── George_W_Bush_0459.jpg │ │ ├── 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George_W_Bush_0492.jpg │ │ ├── George_W_Bush_0493.jpg │ │ ├── George_W_Bush_0494.jpg │ │ ├── George_W_Bush_0495.jpg │ │ ├── George_W_Bush_0496.jpg │ │ ├── George_W_Bush_0497.jpg │ │ ├── George_W_Bush_0498.jpg │ │ ├── George_W_Bush_0499.jpg │ │ ├── George_W_Bush_0500.jpg │ │ ├── George_W_Bush_0501.jpg │ │ ├── George_W_Bush_0502.jpg │ │ ├── George_W_Bush_0503.jpg │ │ ├── George_W_Bush_0504.jpg │ │ ├── George_W_Bush_0505.jpg │ │ ├── George_W_Bush_0506.jpg │ │ ├── George_W_Bush_0507.jpg │ │ ├── George_W_Bush_0508.jpg │ │ ├── George_W_Bush_0509.jpg │ │ ├── George_W_Bush_0510.jpg │ │ ├── George_W_Bush_0511.jpg │ │ ├── George_W_Bush_0512.jpg │ │ ├── George_W_Bush_0513.jpg │ │ ├── George_W_Bush_0514.jpg │ │ ├── George_W_Bush_0515.jpg │ │ ├── George_W_Bush_0516.jpg │ │ ├── George_W_Bush_0517.jpg │ │ ├── George_W_Bush_0518.jpg │ │ ├── George_W_Bush_0519.jpg │ │ ├── George_W_Bush_0520.jpg │ │ ├── George_W_Bush_0521.jpg │ │ ├── George_W_Bush_0522.jpg │ │ ├── George_W_Bush_0523.jpg │ │ ├── George_W_Bush_0524.jpg │ │ ├── George_W_Bush_0525.jpg │ │ ├── George_W_Bush_0526.jpg │ │ ├── George_W_Bush_0527.jpg │ │ ├── George_W_Bush_0528.jpg │ │ ├── George_W_Bush_0529.jpg │ │ └── George_W_Bush_0530.jpg ├── data_prep.R ├── discriminator.R ├── gan.R ├── generator.R └── image_as_matrix.R ├── Chapter10 ├── agent.R ├── data_prep.R └── tuning.R ├── Chapter11 ├── agent.R ├── dql.R ├── environment.R └── experiment.R ├── LICENSE ├── README.md └── __MACOSX ├── B09948_01_Code ├── ._.DS_Store └── ._xgboost_model.R ├── B09948_03_Code ├── ._leaky_relu_function.R ├── ._neural_network_with_base_r.R ├── ._neural_network_with_neuralnet.R ├── ._relu_function.R ├── ._sigmoid_function.R ├── ._softmax_function.R ├── ._swish_function.R └── ._tanh_function.R └── B09948_04_Code ├── ._cnn_with_keras.R ├── ._deeper_cnn_with_dropout_in_keras.R ├── ._deeper_cnn_with_keras.R ├── ._deeper_cnn_with_leaky_relu_in_keras.R ├── ._neural_network_with_keras.R ├── ._neural_network_with_neuralnet.R └── 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