Python for Probability, Statistics, and Machine Learning
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Creat Time: 2016-03-31
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Last Active: 2025-06-12
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File List
- Unpingco J. - Python for Probability, Statistics, and Machine Learning - 2016.pdf 7.31 MB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/PCA.ipynb 1.04 MB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/kmeans.ipynb 631 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Ensemble.ipynb 468 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/LearningCurves.ipynb 399 KB
- extras_unpingco/chapters/probability/notebooks/Sampling_Monte_Carlo.ipynb 378 KB
- extras_unpingco/chapters/machine_learning/notebooks/pca.ipynb 351 KB
- extras_unpingco/chapters/machine_learning/notebooks/learning_theory.ipynb 334 KB
- extras_unpingco/chapters/statistics/notebooks/src-statistics/Nonparametric.ipynb 296 KB
- extras_unpingco/chapters/statistics/notebooks/Nonparametric.ipynb 280 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/SVM.ipynb 255 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Logistic_regression.ipynb 243 KB
- extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_008.png 229 KB
- extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_011.png 186 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_006.png 178 KB
- extras_unpingco/chapters/machine_learning/notebooks/svm.ipynb 158 KB
- extras_unpingco/chapters/machine_learning/notebooks/clustering.ipynb 154 KB
- extras_unpingco/chapters/statistics/notebooks/fig-statistics/Confidence_Intervals_001.png 151 KB
- extras_unpingco/chapters/probability/notebooks/src-probability/ProbabilityInequalities.ipynb 149 KB
- extras_unpingco/chapters/python_quick/notebooks/python_quick.ipynb 130 KB
- extras_unpingco/chapters/statistics/notebooks/src-statistics/MAP_coin_flip.ipynb 122 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_005.png 119 KB
- extras_unpingco/chapters/statistics/notebooks/maximum_posteriori.ipynb 119 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_008.png 107 KB
- extras_unpingco/chapters/statistics/notebooks/Gauss_Markov.ipynb 106 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_004.png 102 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Regularization.ipynb 100 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_004.png 100 KB
- extras_unpingco/chapters/statistics/notebooks/Maximum_likelihood.ipynb 93 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_009.png 93 KB
- extras_unpingco/chapters/statistics/notebooks/Regression.ipynb 89 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_001.png 88 KB
- extras_unpingco/chapters/statistics/notebooks/Hypothesis_Testing.ipynb 84 KB
- extras_unpingco/chapters/machine_learning/notebooks/python_machine_learning_modules.ipynb 81 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_003.png 80 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_003.png 80 KB
- extras_unpingco/chapters/probability/notebooks/Conditional_expectation_MSE.ipynb 78 KB
- extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_003.png 74 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_003.png 74 KB
- extras_unpingco/chapters/statistics/notebooks/src-statistics/Curse_of_dimensionality.ipynb 74 KB
- extras_unpingco/chapters/statistics/notebooks/fig-statistics/Gauss_Markov_001.png 72 KB
- extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/DecisionTree.ipynb 71 KB
- extras_unpingco/chapters/statistics/notebooks/src-statistics/Hypothesis_Testing.ipynb 70 KB
- extras_unpingco/chapters/machine_learning/notebooks/decision_trees.ipynb 69 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_003.png 66 KB
- extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_001.png 64 KB
- extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_003.png 63 KB
- extras_unpingco/chapters/machine_learning/notebooks/logreg.ipynb 62 KB
- extras_unpingco/chapters/probability/notebooks/intro.ipynb 62 KB
- extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_003.png 57 KB