Python-Machine-Learning-Cookbook-master

代码说明：

  机器学习的一系列算法的python实现，带实例(A series of machine learning algorithms Python implementation, with examples)

文件列表：

Python-Machine-Learning-Cookbook-master\.gitattributes, 378 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\bike_day.csv, 56837 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\bike_hour.csv, 1139356 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\bike_sharing.py, 1787 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\data_multivar.txt, 10308 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\data_singlevar.txt, 512 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\housing.py, 2645 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\label_encoder.py, 714 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\linear_regression_singlevar.py, 1861 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\preprocessing.py, 1009 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter01\regression_multivar.py, 2763 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\adult.data.txt, 3974305 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\car.data.txt, 51867 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\car.py, 3509 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\confusion_matrix.py, 848 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\data_multivar.txt, 4818 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\income.py, 2588 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\logistic_regression.py, 1913 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\naive_bayes.py, 2142 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter02\simple_classifier.py, 826 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\building_event_binary.txt, 193528 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\building_event_multiclass.txt, 6768 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\data_multivar.txt, 3544 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\data_multivar_imbalance.txt, 14165 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\event.py, 1781 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\perform_grid_search.py, 1369 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\svm.py, 1779 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\svm_confidence.py, 1158 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\svm_imbalance.py, 1757 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\traffic.py, 1548 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\traffic_data.txt, 526911 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter03\utilities.py, 3306 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\agglomerative.py, 2036 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\customer_segmentation.py, 1811 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\data_multivar.txt, 1969 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\data_perf.txt, 2474 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\estimate_clusters.py, 2334 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\flower_image.jpg, 227076 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\kmeans.py, 1887 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\mean_shift.py, 1247 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\performance.py, 1086 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\stock_market.py, 1405 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\symbol_map.json, 1434 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\utilities.py, 3216 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\utilities.pyc, 3631 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\vector_quantization.py, 2202 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter04\wholesale.csv, 14580 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\data_nn_classifier.txt, 1768 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\euclidean_score.py, 1157 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\find_similar_users.py, 1128 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\function_composition.py, 792 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\knn.py, 1056 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\movie_ratings.json, 1228 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\movie_recommendations.py, 1829 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\nn_classification.py, 2598 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\nn_regression.py, 1095 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\pearson_score.py, 1857 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\pipeline.py, 1526 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter05\utilities.py, 344 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\bag_of_words.py, 1220 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\chunking.py, 767 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\data_topic_modeling.txt, 523 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\gender_identification.py, 1162 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\lemmatizer.py, 604 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\sentiment_analysis.py, 2166 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\stemmer.py, 757 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\tfidf.py, 1580 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\tokenizer.py, 837 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter06\topic_modeling.py, 2182 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\extract_freq_features.py, 821 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\extract_mfcc.py, 821 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\freq_transform.py, 996 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\generate.py, 1103 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\input_freq.wav, 6546 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\input_read.wav, 264644 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\read_plot.py, 712 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\speech_recognizer.py, 3704 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\synthesize_music.py, 1537 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter07\tone_freq_map.json, 196 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\convert_to_timeseries.py, 1133 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\crf.py, 2238 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\data_hmm.txt, 40241 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\data_timeseries.txt, 17228 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\extract_stats.py, 854 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\hmm.py, 1028 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\hmm_stock.py, 1229 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\operating_on_data.py, 873 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter08\slicing_data.py, 632 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\box.png, 136653 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\build_features.py, 6010 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\chair.jpg, 81854 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\corner_detector.py, 539 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\edge_detector.py, 598 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\feature_detector.py, 461 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\forest.jpg, 175733 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\histogram_equalizer.py, 692 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\object_recognizer.py, 1574 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\operating_on_images.py, 822 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\star_detector.py, 783 , 2016-06-24
Python-Machine-Learning-Cookbook-master\Chapter09\sunrise.jpg, 30958 , 2016-06-24