Python for Probability, Statistics, and Machine Learning

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文件列表

Unpingco J. - Python for Probability, Statistics, and Machine Learning - 2016.pdf 7MB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/PCA.ipynb 1MB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/kmeans.ipynb 617KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Ensemble.ipynb 457KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/LearningCurves.ipynb 390KB
extras_unpingco/chapters/probability/notebooks/Sampling_Monte_Carlo.ipynb 369KB
extras_unpingco/chapters/machine_learning/notebooks/pca.ipynb 343KB
extras_unpingco/chapters/machine_learning/notebooks/learning_theory.ipynb 327KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Nonparametric.ipynb 290KB
extras_unpingco/chapters/statistics/notebooks/Nonparametric.ipynb 274KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/SVM.ipynb 249KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Logistic_regression.ipynb 238KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_008.png 224KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_011.png 182KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_006.png 174KB
extras_unpingco/chapters/machine_learning/notebooks/svm.ipynb 155KB
extras_unpingco/chapters/machine_learning/notebooks/clustering.ipynb 151KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Confidence_Intervals_001.png 148KB
extras_unpingco/chapters/probability/notebooks/src-probability/ProbabilityInequalities.ipynb 146KB
extras_unpingco/chapters/python_quick/notebooks/python_quick.ipynb 128KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/MAP_coin_flip.ipynb 120KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_005.png 117KB
extras_unpingco/chapters/statistics/notebooks/maximum_posteriori.ipynb 116KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_008.png 105KB
extras_unpingco/chapters/statistics/notebooks/Gauss_Markov.ipynb 104KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_004.png 101KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Regularization.ipynb 99KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_004.png 98KB
extras_unpingco/chapters/statistics/notebooks/Maximum_likelihood.ipynb 91KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_009.png 91KB
extras_unpingco/chapters/statistics/notebooks/Regression.ipynb 87KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_001.png 86KB
extras_unpingco/chapters/statistics/notebooks/Hypothesis_Testing.ipynb 83KB
extras_unpingco/chapters/machine_learning/notebooks/python_machine_learning_modules.ipynb 80KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_003.png 79KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_003.png 78KB
extras_unpingco/chapters/probability/notebooks/Conditional_expectation_MSE.ipynb 77KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_003.png 73KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_003.png 73KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Curse_of_dimensionality.ipynb 72KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Gauss_Markov_001.png 71KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/DecisionTree.ipynb 70KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Hypothesis_Testing.ipynb 69KB
extras_unpingco/chapters/machine_learning/notebooks/decision_trees.ipynb 68KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_003.png 65KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_001.png 63KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_003.png 62KB
extras_unpingco/chapters/machine_learning/notebooks/logreg.ipynb 61KB
extras_unpingco/chapters/probability/notebooks/intro.ipynb 61KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_003.png 56KB
extras_unpingco/chapters/statistics/notebooks/Bootstrap.ipynb 56KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_004.png 55KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_004.png 53KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_005.png 53KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Convergence_001.png 53KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/DeltaMethod.ipynb 53KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_003.png 52KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/LinearManifoldExample.ipynb 52KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Convergence.ipynb 51KB
extras_unpingco/chapters/probability/notebooks/Conditional_expectation_MSE_Ex.ipynb 51KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_002.png 51KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_005.png 50KB
extras_unpingco/chapters/machine_learning/notebooks/regularization.ipynb 50KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_006.png 48KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_002.png 46KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_001.png 44KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Bootstrap.ipynb 44KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_003.png 44KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_002.png 44KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_002.png 43KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_005.png 43KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_10_2.png 43KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_009.png 42KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_002.png 41KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_001.png 39KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_007.png 38KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_001.png 37KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_002.png 37KB
extras_unpingco/chapters/probability/notebooks/fig-probability/information_entropy_003.png 36KB
extras_unpingco/chapters/probability/notebooks/fig-probability/NineBall_01.jpg 36KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_004.png 36KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_004.png 35KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_004.png 35KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Gauss_Markov_002.png 34KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Robust_Statistics_0001.png 34KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_004.png 34KB
extras_unpingco/chapters/probability/notebooks/src-probability/Sampling_Monte_Carlo.ipynb 34KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_003.png 33KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Bootstrap_001.png 32KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_002.png 31KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_002.png 31KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_002.png 30KB
extras_unpingco/chapters/probability/notebooks/src-probability/Brzexample.ipynb 30KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_007.png 30KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_008.png 30KB
extras_unpingco/chapters/probability/notebooks/fig-probability/NineBall_02.jpg 29KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_001.png 28KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_002.png 28KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_010.png 28KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_001.png 28KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_003.png 27KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_002.png 27KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_004.png 27KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_20_2.png 26KB
extras_unpingco/chapters/statistics/notebooks/Convergence.ipynb 26KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_Ex_005.png 26KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_001.png 26KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_Ex_006.png 25KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_003.png 25KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_0001.png 24KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_002.png 24KB
extras_unpingco/chapters/statistics/notebooks/Robust_Statistics.ipynb 24KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_005.png 24KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Convergence_002.png 24KB
extras_unpingco/chapters/probability/notebooks/Conditional_Expectation_Projection.ipynb 23KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_006.png 23KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Robust_Statistics_0002.png 22KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_002.png 22KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_001.png 22KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_001.png 20KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_003.png 20KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_006.png 20KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_005.png 19KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_002.png 19KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Bootstrap_002.png 18KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_30_2.png 18KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_006.png 18KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_005.png 17KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_004.png 17KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_001.png 17KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_002.png 16KB
extras_unpingco/chapters/probability/notebooks/Information_Entropy.ipynb 16KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_004.png 16KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_003.png 16KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_001.png 15KB
extras_unpingco/chapters/machine_learning/notebooks/ensemble.ipynb 15KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_001.png 14KB
extras_unpingco/chapters/statistics/notebooks/Confidence_Intervals.ipynb 13KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_000.png 13KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_001.png 12KB
extras_unpingco/chapters/probability/notebooks/ProbabilityInequalities.ipynb 11KB
extras_unpingco/chapters/probability/notebooks/projection.ipynb 11KB
extras_unpingco/chapters/probability/notebooks/src-probability/MomentGeneratingFunction.ipynb 11KB
extras_unpingco/chapters/probability/notebooks/moment_generating.ipynb 11KB
extras_unpingco/chapters/statistics/notebooks/python_statistics_modules.ipynb 11KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_001.png 7KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_0001.png 5KB
extras_unpingco/chapters/statistics/notebooks/kernel_regression.pyc 4KB
extras_unpingco/chapters/statistics/notebooks/kernel_regression.py 3KB
extras_unpingco/chapters/statistics/notebooks/intro.ipynb 2KB
extras_unpingco/chapters/machine_learning/notebooks/intro.ipynb 1KB
extras_unpingco/chapters/machine_learning/notebooks/README.md 852B
extras_unpingco/chapters/probability/notebooks/README.md 852B
extras_unpingco/chapters/python_quick/notebooks/README.md 852B
extras_unpingco/chapters/statistics/notebooks/README.md 852B
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/concurrent_demo.py 386B
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/multiprocessing_demo.py 366B
extras_unpingco/chapters/conda_packages.txt 205B
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/pandas_ex.py 105B