├── Chapter01 └── setupDeepLearning.sh ├── Chapter02 ├── .DS_Store ├── hy_param.py ├── inference.py ├── model.py └── train.py ├── Chapter03 ├── .DS_Store ├── create_word2vec.ipynb └── sentiment_analysis │ ├── .DS_Store │ ├── data │ └── rt-polaritydata │ │ ├── rt-polarity.neg │ │ └── rt-polarity.pos │ ├── data_helpers.py │ ├── model_interface.py │ ├── text_cnn.py │ └── train.py ├── Chapter04 ├── .DS_Store ├── Basic NLP Pipeline.ipynb ├── chatbot_api.py ├── rasa_version │ ├── .DS_Store │ ├── config_spacy.yml │ ├── projects │ │ └── default │ │ │ └── model_20180523-213216 │ │ │ ├── crf_model.pkl │ │ │ ├── intent_classifier_sklearn.pkl │ │ │ ├── metadata.json │ │ │ └── training_data.json │ └── restaurant.json └── tfidf_version │ ├── .DS_Store │ ├── __init__.py │ ├── sample_data.csv │ └── tfidf_bot.py ├── Chapter05 ├── 1. rnn.py ├── 2. rnn_lstm.py ├── 3. rnn_lstm_seq2seq.py ├── checkpoints_chatbot │ ├── checkpoint │ ├── model-1724.data-00000-of-00001 │ ├── model-1724.index │ ├── model-1724.meta │ ├── model-1725.data-00000-of-00001 │ ├── model-1725.index │ └── model-1725.meta ├── conversation_data │ ├── from.txt │ └── to.txt ├── sentiment_data │ ├── negative │ │ └── negative │ └── positive │ │ └── positive └── utils.py ├── Chapter06 ├── Basics │ └── generative_text.py ├── Lyrics-ai │ ├── inference.py │ ├── lyrics_data.txt │ ├── lyrics_data.vocab │ ├── modules │ │ ├── Batch.py │ │ ├── Model.py │ │ ├── Preprocessing.py │ │ └── __init__.py │ ├── my_first_lyrics_model │ │ ├── checkpoint │ │ ├── lstm_regression_model.ckpt-4950000.data-00000-of-00001 │ │ ├── lstm_regression_model.ckpt-4950000.index │ │ ├── lstm_regression_model.ckpt-4950000.meta │ │ └── lstm_regression_model.config │ ├── preprocess.py │ └── train.py └── Music-ai │ ├── data │ └── notes │ ├── generated_music │ ├── melody1.mp3 │ └── melody2.mp3 │ ├── input_music │ ├── 1.mid │ ├── 10.mid │ ├── 11.mid │ ├── 12.mid │ ├── 13.mid │ ├── 14.mid │ ├── 15.mid │ ├── 16.mid │ ├── 17.mid │ ├── 18.mid │ ├── 19.mid │ ├── 2.mid │ ├── 20.mid │ ├── 21.mid │ ├── 22.mid │ ├── 23.mid │ ├── 24.mid │ ├── 25.mid │ ├── 26.mid │ ├── 27.mid │ ├── 28.mid │ ├── 29.mid │ ├── 3.mid │ ├── 30.mid │ ├── 31.mid │ ├── 32.mid │ ├── 33.mid │ ├── 34.mid │ ├── 35.mid │ ├── 36.mid │ ├── 37.mid │ ├── 38.mid │ ├── 39.mid │ ├── 4.mid │ ├── 40.mid │ ├── 41.mid │ ├── 42.mid │ ├── 43.mid │ ├── 44.mid │ ├── 45.mid │ ├── 46.mid │ ├── 47.mid │ ├── 48.mid │ ├── 49.mid │ ├── 5.mid │ ├── 50.mid │ ├── 51.mid │ ├── 52.mid │ ├── 53.mid │ ├── 54.mid │ ├── 55.mid │ ├── 56.mid │ ├── 57.mid │ ├── 58.mid │ ├── 59.mid │ ├── 6.mid │ ├── 60.mid │ ├── 61.mid │ ├── 62.mid │ ├── 63.mid │ ├── 64.mid │ ├── 65.mid │ ├── 66.mid │ ├── 67.mid │ ├── 68.mid │ ├── 69.mid │ ├── 7.mid │ ├── 70.mid │ ├── 71.mid │ ├── 72.mid │ ├── 73.mid │ ├── 74.mid │ ├── 75.mid │ ├── 76.mid │ ├── 77.mid │ ├── 78.mid │ ├── 79.mid │ ├── 8.mid │ ├── 80.mid │ ├── 82.mid │ ├── 83.mid │ ├── 84.mid │ ├── 85.mid │ ├── 86.mid │ ├── 87.mid │ ├── 88.mid │ ├── 89.mid │ ├── 9.mid │ ├── 90.mid │ ├── 91.mid │ ├── 92.mid │ └── 93.mid │ ├── plot.py │ ├── predict.py │ ├── requirements.txt │ └── training.py ├── Chapter07 ├── DS_input.py ├── DS_test.py ├── DS_train.py ├── data_process.py ├── deepSpeech.py ├── helper_routines.py └── rnn_cell.py ├── Chapter08 ├── Chapter8.ipynb ├── autoenc.py ├── conv.py ├── conv_pool.py ├── conv_pool_drop.py ├── data_aug.py ├── deep_conv_pool_drop.py ├── loss_plot.py └── mpl.py ├── Chapter09 ├── Network_architecture │ └── network_architecture.png ├── object_detection_ImageAI.py ├── object_detection_OpenCV.py ├── sample.jpg └── yolo │ ├── Yolo_v2_train.ipynb │ ├── coco2voc.py │ ├── logs │ └── coco__1 │ │ └── events.out.tfevents.1539591005.jatana-research │ ├── new_class.zip │ ├── preprocessing.py │ ├── test_image │ └── sample.jpg │ ├── utils.py │ └── yolo_v2_train.py ├── Chapter10 ├── Dockerfile ├── data │ ├── Abdullah_Gul │ │ ├── Abdullah_Gul_0001.jpg │ │ ├── Abdullah_Gul_0002.jpg │ │ ├── Abdullah_Gul_0003.jpg │ │ ├── Abdullah_Gul_0004.jpg │ │ ├── Abdullah_Gul_0005.jpg │ │ ├── Abdullah_Gul_0006.jpg │ │ ├── Abdullah_Gul_0007.jpg │ │ ├── Abdullah_Gul_0008.jpg │ │ ├── Abdullah_Gul_0009.jpg │ │ ├── Abdullah_Gul_0010.jpg │ │ ├── Abdullah_Gul_0011.jpg │ │ ├── Abdullah_Gul_0012.jpg │ │ ├── Abdullah_Gul_0013.jpg │ │ ├── Abdullah_Gul_0014.jpg │ │ ├── Abdullah_Gul_0015.jpg │ │ ├── Abdullah_Gul_0016.jpg │ │ ├── Abdullah_Gul_0017.jpg │ │ ├── Abdullah_Gul_0018.jpg │ │ └── Abdullah_Gul_0019.jpg │ ├── Adrien_Brody │ │ ├── Adrien_Brody_0001.jpg │ │ ├── Adrien_Brody_0002.jpg │ │ ├── Adrien_Brody_0003.jpg │ │ ├── Adrien_Brody_0004.jpg │ │ ├── Adrien_Brody_0005.jpg │ │ ├── Adrien_Brody_0006.jpg │ │ ├── Adrien_Brody_0007.jpg │ │ ├── Adrien_Brody_0008.jpg │ │ ├── Adrien_Brody_0009.jpg │ │ ├── Adrien_Brody_0010.jpg │ │ ├── Adrien_Brody_0011.jpg │ │ └── Adrien_Brody_0012.jpg │ ├── Alejandro_Toledo │ │ ├── Alejandro_Toledo_0001.jpg │ │ ├── Alejandro_Toledo_0002.jpg │ │ ├── Alejandro_Toledo_0003.jpg │ │ ├── Alejandro_Toledo_0004.jpg │ │ ├── Alejandro_Toledo_0005.jpg │ │ ├── Alejandro_Toledo_0006.jpg │ │ ├── Alejandro_Toledo_0007.jpg │ │ ├── Alejandro_Toledo_0008.jpg │ │ ├── Alejandro_Toledo_0009.jpg │ │ ├── Alejandro_Toledo_0010.jpg │ │ ├── Alejandro_Toledo_0011.jpg │ │ ├── Alejandro_Toledo_0012.jpg │ │ ├── Alejandro_Toledo_0013.jpg │ │ ├── Alejandro_Toledo_0014.jpg │ │ ├── Alejandro_Toledo_0015.jpg │ │ ├── Alejandro_Toledo_0016.jpg │ │ ├── Alejandro_Toledo_0017.jpg │ │ ├── Alejandro_Toledo_0018.jpg │ │ ├── Alejandro_Toledo_0019.jpg │ │ ├── Alejandro_Toledo_0020.jpg │ │ ├── Alejandro_Toledo_0021.jpg │ │ ├── Alejandro_Toledo_0022.jpg │ │ ├── Alejandro_Toledo_0023.jpg │ │ ├── Alejandro_Toledo_0024.jpg │ │ ├── Alejandro_Toledo_0025.jpg │ │ ├── Alejandro_Toledo_0026.jpg │ │ ├── Alejandro_Toledo_0027.jpg │ │ ├── Alejandro_Toledo_0028.jpg │ │ ├── Alejandro_Toledo_0029.jpg │ │ ├── Alejandro_Toledo_0030.jpg │ │ ├── Alejandro_Toledo_0031.jpg │ │ ├── Alejandro_Toledo_0032.jpg │ │ ├── Alejandro_Toledo_0033.jpg │ │ ├── Alejandro_Toledo_0034.jpg │ │ ├── Alejandro_Toledo_0035.jpg │ │ ├── Alejandro_Toledo_0036.jpg │ │ ├── Alejandro_Toledo_0037.jpg │ │ ├── Alejandro_Toledo_0038.jpg │ │ └── Alejandro_Toledo_0039.jpg │ └── Harrison_Ford │ │ ├── Harrison_Ford_0001.jpg │ │ ├── Harrison_Ford_0002.jpg │ │ ├── Harrison_Ford_0003.jpg │ │ ├── Harrison_Ford_0004.jpg │ │ ├── Harrison_Ford_0005.jpg │ │ ├── Harrison_Ford_0006.jpg │ │ ├── Harrison_Ford_0007.jpg │ │ ├── Harrison_Ford_0008.jpg │ │ ├── Harrison_Ford_0009.jpg │ │ ├── Harrison_Ford_0010.jpg │ │ ├── Harrison_Ford_0011.jpg │ │ └── Harrison_Ford_0012.jpg ├── facenet │ ├── __init__.py │ ├── align_dlib.py │ ├── lfw_input.py │ ├── preprocess.py │ └── train_classifier.py ├── output │ └── __init__.py ├── pre-model │ └── __init__.py └── requirements.txt ├── Chapter11 ├── caption_deploy_api.py ├── inference.py ├── models.py ├── my_model │ ├── checkpoint │ └── ckpt-1.index ├── token.pkl ├── train.py └── utils.py ├── Chapter12 ├── crop_resize_transform.py ├── 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