├── .gitignore ├── LICENSE ├── assert ├── invoice.bmp └── invoice_ali.bmp ├── classic-machine-learning ├── birch_cluster.ipynb ├── bpr.ipynb ├── dbscan_cluster.ipynb ├── decision_tree_classifier.ipynb ├── decision_tree_classifier_1.ipynb ├── fp_tree_prefixspan.ipynb ├── kmeans_cluster.ipynb ├── knn_classifier.ipynb ├── lda.ipynb ├── linear-regression.ipynb ├── lle.ipynb ├── matrix_factorization.ipynb ├── native_bayes.ipynb ├── pca.ipynb ├── regression_production_example.ipynb ├── ridge_regression.ipynb ├── ridge_regression_1.ipynb ├── spectral_cluster.ipynb └── svm_classifier.ipynb ├── data ├── CCPP.zip ├── nlp_test0.txt ├── nlp_test2.txt └── train_modified.zip ├── ensemble-learning ├── adaboost-classifier.ipynb ├── gbdt_classifier.ipynb ├── random_forest_classifier.ipynb └── xgboost-example.ipynb ├── mathematics ├── mcmc_2.ipynb ├── mcmc_3_4.ipynb └── random_data_generation.ipynb ├── model-in-product ├── sklearn-jpmml │ ├── PMML_Example.ipynb │ ├── demo.pmml │ └── pmml_demo │ │ ├── pom.xml │ │ └── src │ │ └── main │ │ └── java │ │ └── PMMLDemo.java └── tensorflow-java │ ├── TFDemoJava │ ├── pom.xml │ └── src │ │ └── main │ │ └── java │ │ └── TFjavaDemo.java │ ├── rf.pb │ └── tensorflow_model.ipynb ├── natural-language-processing ├── chinese_digging.ipynb ├── english_digging.ipynb ├── hash_trick.ipynb ├── hmm.ipynb ├── lda.ipynb ├── nmf.ipynb ├── tf-idf.ipynb └── word2vec.ipynb ├── readme.md └── reinforcement-learning ├── a3c.py ├── actor_critic.py ├── ddpg.py ├── ddqn.py ├── ddqn_prioritised_replay.py ├── dqn.py ├── duel_dqn.py ├── introduction.py ├── nature_dqn.py ├── policy_gradient.py ├── q_learning_windy_world.py └── sarsa_windy_world.py /.gitignore: -------------------------------------------------------------------------------- 1 | .idea/ -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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