├── .gitattributes ├── Chapter01 ├── bike_day.csv ├── bike_hour.csv ├── bike_sharing.py ├── data_multivar.txt ├── data_singlevar.txt ├── housing.py ├── label_encoder.py ├── linear_regression_singlevar.py ├── preprocessing.py └── regression_multivar.py ├── Chapter02 ├── adult.data.txt ├── car.data.txt ├── car.py ├── confusion_matrix.py ├── data_multivar.txt ├── income.py ├── logistic_regression.py ├── naive_bayes.py └── simple_classifier.py ├── Chapter03 ├── building_event_binary.txt ├── building_event_multiclass.txt ├── data_multivar.txt ├── data_multivar_imbalance.txt ├── event.py ├── perform_grid_search.py ├── svm.py ├── svm_confidence.py ├── svm_imbalance.py ├── traffic.py ├── traffic_data.txt └── utilities.py ├── Chapter04 ├── agglomerative.py ├── customer_segmentation.py ├── data_multivar.txt ├── data_perf.txt ├── estimate_clusters.py ├── flower_image.jpg ├── kmeans.py ├── mean_shift.py ├── performance.py ├── stock_market.py ├── symbol_map.json ├── utilities.py ├── utilities.pyc ├── vector_quantization.py └── wholesale.csv ├── Chapter05 ├── data_nn_classifier.txt ├── euclidean_score.py ├── find_similar_users.py ├── function_composition.py ├── knn.py ├── movie_ratings.json ├── movie_recommendations.py ├── nn_classification.py ├── nn_regression.py ├── pearson_score.py ├── pipeline.py └── utilities.py ├── Chapter06 ├── bag_of_words.py ├── chunking.py ├── data_topic_modeling.txt ├── gender_identification.py ├── lemmatizer.py ├── sentiment_analysis.py ├── stemmer.py ├── tfidf.py ├── tokenizer.py └── topic_modeling.py ├── Chapter07 ├── extract_freq_features.py ├── extract_mfcc.py ├── freq_transform.py ├── generate.py ├── input_freq.wav ├── input_read.wav ├── read_plot.py ├── speech_recognizer.py ├── synthesize_music.py └── tone_freq_map.json ├── Chapter08 ├── convert_to_timeseries.py ├── crf.py ├── data_hmm.txt ├── data_timeseries.txt ├── extract_stats.py ├── hmm.py ├── hmm_stock.py ├── operating_on_data.py └── slicing_data.py ├── Chapter09 ├── box.png ├── build_features.py ├── chair.jpg ├── corner_detector.py ├── edge_detector.py ├── feature_detector.py ├── forest.jpg ├── histogram_equalizer.py ├── object_recognizer.py ├── operating_on_images.py ├── star_detector.py ├── sunrise.jpg ├── table.jpg ├── trainer.py └── training_images │ ├── .DS_Store │ ├── airplanes │ ├── .DS_Store │ ├── 0001.jpg │ ├── 0002.jpg │ ├── 0003.jpg │ ├── 0004.jpg │ ├── 0005.jpg │ ├── 0006.jpg │ ├── 0007.jpg │ ├── 0008.jpg │ ├── 0009.jpg │ ├── 0010.jpg │ ├── 0011.jpg │ ├── 0012.jpg │ ├── 0013.jpg │ ├── 0014.jpg │ ├── 0015.jpg │ ├── 0016.jpg │ ├── 0017.jpg │ ├── 0018.jpg │ ├── 0019.jpg │ └── 0020.jpg │ ├── cars │ ├── .DS_Store │ ├── image_0001.jpg │ ├── image_0101.jpg │ ├── image_0122.jpg │ ├── image_0134.jpg │ ├── image_0139.jpg │ ├── image_0150.jpg │ ├── image_0161.jpg │ ├── image_0178.jpg │ ├── image_0211.jpg │ ├── image_0253.jpg │ ├── image_0284.jpg │ ├── image_0289.jpg │ ├── image_0294.jpg │ ├── image_0356.jpg │ ├── image_0379.jpg │ ├── image_0445.jpg │ ├── image_0467.jpg │ ├── image_0503.jpg │ ├── image_0508.jpg │ └── image_0526.jpg │ └── motorbikes │ ├── .DS_Store │ ├── 0001.jpg │ ├── 0002.jpg │ ├── 0003.jpg │ ├── 0004.jpg │ ├── 0005.jpg │ ├── 0006.jpg │ ├── 0007.jpg │ ├── 0008.jpg │ ├── 0009.jpg │ ├── 0010.jpg │ ├── 0011.jpg │ ├── 0012.jpg │ ├── 0013.jpg │ ├── 0014.jpg │ ├── 0015.jpg │ ├── 0016.jpg │ ├── 0017.jpg │ ├── 0018.jpg │ ├── 0019.jpg │ └── 0020.jpg ├── Chapter10 ├── blind_source_separation.py ├── cascade_files │ ├── .DS_Store │ ├── haarcascade_eye.xml │ ├── haarcascade_frontalface_alt.xml │ └── haarcascade_mcs_nose.xml ├── eye_nose_detector.py ├── face_detector.py ├── face_recognizer.py ├── faces_dataset │ ├── .DS_Store │ ├── test │ │ ├── .DS_Store │ │ ├── image_0019.jpg │ │ ├── image_0020.jpg │ │ ├── image_0021.jpg │ │ ├── image_0039.jpg │ │ ├── image_0040.jpg │ │ ├── image_0041.jpg │ │ ├── image_0087.jpg │ │ ├── image_0088.jpg │ │ └── image_0089.jpg │ └── train │ │ ├── person1 │ │ ├── .DS_Store │ │ ├── image_0001.jpg │ │ ├── image_0002.jpg │ │ ├── image_0003.jpg │ │ ├── image_0004.jpg │ │ ├── image_0005.jpg │ │ ├── image_0006.jpg │ │ ├── image_0007.jpg │ │ ├── image_0008.jpg │ │ ├── image_0009.jpg │ │ ├── image_0010.jpg │ │ ├── image_0011.jpg │ │ ├── image_0012.jpg │ │ ├── image_0013.jpg │ │ ├── image_0014.jpg │ │ ├── image_0015.jpg │ │ ├── image_0016.jpg │ │ ├── image_0017.jpg │ │ └── image_0018.jpg │ │ ├── person2 │ │ ├── .DS_Store │ │ ├── image_0022.jpg │ │ ├── image_0023.jpg │ │ ├── image_0024.jpg │ │ ├── image_0025.jpg │ │ ├── image_0026.jpg │ │ ├── image_0027.jpg │ │ ├── image_0028.jpg │ │ ├── image_0029.jpg │ │ ├── image_0030.jpg │ │ ├── image_0031.jpg │ │ ├── image_0032.jpg │ │ ├── image_0033.jpg │ │ ├── image_0034.jpg │ │ ├── image_0035.jpg │ │ ├── image_0036.jpg │ │ ├── image_0037.jpg │ │ └── image_0038.jpg │ │ └── person3 │ │ ├── .DS_Store │ │ ├── image_0069.jpg │ │ ├── image_0070.jpg │ │ ├── image_0071.jpg │ │ ├── image_0072.jpg │ │ ├── image_0073.jpg │ │ ├── image_0074.jpg │ │ ├── image_0075.jpg │ │ ├── image_0076.jpg │ │ ├── image_0077.jpg │ │ ├── image_0078.jpg │ │ ├── image_0079.jpg │ │ ├── image_0080.jpg │ │ ├── image_0081.jpg │ │ ├── image_0082.jpg │ │ ├── image_0083.jpg │ │ ├── image_0084.jpg │ │ ├── image_0085.jpg │ │ └── image_0086.jpg ├── kpca.py ├── mixture_of_signals.txt ├── pca.py └── video_capture.py ├── Chapter11 ├── data_single_layer.txt ├── data_vq.txt ├── deep_neural_network.py ├── ocr.py ├── perceptron.py ├── recurrent_network.py ├── single_layer.py ├── vector_quantization.py └── visualize_characters.py ├── Chapter12 ├── bubble_plot.py ├── dynamic_bubble_plot.py ├── heatmap.py ├── histogram.py ├── moving_wave_variable.py ├── pie_chart.py ├── scatter_3d.py └── time_series.py ├── License └── README.md /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-Machine-Learning-Cookbook/HEAD/.gitattributes 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