Python for Probability, Statistics, and Machine Learning

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Unpingco J. - Python for Probability, Statistics, and Machine Learning - 2016.pdf 7.1 MB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/PCA.ipynb 1.0 MB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/kmeans.ipynb 616.9 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Ensemble.ipynb 457.2 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/LearningCurves.ipynb 390.3 KB
extras_unpingco/chapters/probability/notebooks/Sampling_Monte_Carlo.ipynb 369.4 KB
extras_unpingco/chapters/machine_learning/notebooks/pca.ipynb 343.5 KB
extras_unpingco/chapters/machine_learning/notebooks/learning_theory.ipynb 326.8 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Nonparametric.ipynb 289.9 KB
extras_unpingco/chapters/statistics/notebooks/Nonparametric.ipynb 273.7 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/SVM.ipynb 249.2 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Logistic_regression.ipynb 238.1 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_008.png 224.1 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_011.png 181.8 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_006.png 173.9 KB
extras_unpingco/chapters/machine_learning/notebooks/svm.ipynb 154.5 KB
extras_unpingco/chapters/machine_learning/notebooks/clustering.ipynb 151.3 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Confidence_Intervals_001.png 147.7 KB
extras_unpingco/chapters/probability/notebooks/src-probability/ProbabilityInequalities.ipynb 145.8 KB
extras_unpingco/chapters/python_quick/notebooks/python_quick.ipynb 127.7 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/MAP_coin_flip.ipynb 119.8 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_005.png 117.1 KB
extras_unpingco/chapters/statistics/notebooks/maximum_posteriori.ipynb 116.4 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_008.png 105.3 KB
extras_unpingco/chapters/statistics/notebooks/Gauss_Markov.ipynb 104.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_004.png 100.6 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/Regularization.ipynb 98.5 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_004.png 98.1 KB
extras_unpingco/chapters/statistics/notebooks/Maximum_likelihood.ipynb 91.2 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_009.png 91.1 KB
extras_unpingco/chapters/statistics/notebooks/Regression.ipynb 87.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_001.png 85.9 KB
extras_unpingco/chapters/statistics/notebooks/Hypothesis_Testing.ipynb 82.7 KB
extras_unpingco/chapters/machine_learning/notebooks/python_machine_learning_modules.ipynb 80.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_003.png 78.6 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_003.png 78.5 KB
extras_unpingco/chapters/probability/notebooks/Conditional_expectation_MSE.ipynb 77.0 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_003.png 73.2 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_003.png 72.8 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Curse_of_dimensionality.ipynb 72.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Gauss_Markov_001.png 70.6 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/DecisionTree.ipynb 69.9 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Hypothesis_Testing.ipynb 69.3 KB
extras_unpingco/chapters/machine_learning/notebooks/decision_trees.ipynb 67.7 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_003.png 65.2 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_001.png 63.1 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_003.png 62.0 KB
extras_unpingco/chapters/machine_learning/notebooks/logreg.ipynb 61.3 KB
extras_unpingco/chapters/probability/notebooks/intro.ipynb 60.9 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_003.png 55.7 KB
extras_unpingco/chapters/statistics/notebooks/Bootstrap.ipynb 55.5 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_004.png 54.8 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_004.png 53.4 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_005.png 53.4 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Convergence_001.png 52.7 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/DeltaMethod.ipynb 52.7 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_003.png 52.2 KB
extras_unpingco/chapters/machine_learning/notebooks/src-machine_learning/LinearManifoldExample.ipynb 52.2 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Convergence.ipynb 51.4 KB
extras_unpingco/chapters/probability/notebooks/Conditional_expectation_MSE_Ex.ipynb 51.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_002.png 50.7 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_005.png 50.1 KB
extras_unpingco/chapters/machine_learning/notebooks/regularization.ipynb 49.7 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_006.png 47.9 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_002.png 46.2 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_001.png 44.4 KB
extras_unpingco/chapters/statistics/notebooks/src-statistics/Bootstrap.ipynb 44.3 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_003.png 43.8 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_002.png 43.6 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_002.png 42.8 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_005.png 42.6 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_10_2.png 42.6 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_009.png 42.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/nonparametric_002.png 41.1 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_tmp_001.png 39.5 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_007.png 37.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_001.png 37.4 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_002.png 37.3 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/information_entropy_003.png 36.2 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/NineBall_01.jpg 36.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_004.png 35.9 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_004.png 35.4 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_004.png 34.8 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Gauss_Markov_002.png 34.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Robust_Statistics_0001.png 34.4 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_004.png 34.0 KB
extras_unpingco/chapters/probability/notebooks/src-probability/Sampling_Monte_Carlo.ipynb 33.8 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/python_machine_learning_modules_003.png 32.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Bootstrap_001.png 32.2 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_002.png 30.9 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_002.png 30.5 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/ensemble_002.png 30.3 KB
extras_unpingco/chapters/probability/notebooks/src-probability/Brzexample.ipynb 30.2 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_007.png 30.2 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_008.png 29.7 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/NineBall_02.jpg 28.7 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/pca_001.png 28.4 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_002.png 28.1 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_010.png 27.8 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/probability_001.png 27.7 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_003.png 27.2 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_002.png 27.0 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_004.png 27.0 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_20_2.png 26.3 KB
extras_unpingco/chapters/statistics/notebooks/Convergence.ipynb 26.1 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_Ex_005.png 25.8 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_001.png 25.5 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Conditional_expectation_MSE_Ex_006.png 25.4 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_003.png 24.8 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_0001.png 24.5 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/clustering_002.png 24.2 KB
extras_unpingco/chapters/statistics/notebooks/Robust_Statistics.ipynb 24.2 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_005.png 23.7 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Convergence_002.png 23.6 KB
extras_unpingco/chapters/probability/notebooks/Conditional_Expectation_Projection.ipynb 22.9 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_006.png 22.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Robust_Statistics_0002.png 22.3 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_002.png 22.2 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_001.png 21.6 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/ProbabilityInequalities_001.png 19.9 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_003.png 19.6 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_006.png 19.6 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Regression_005.png 18.6 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/regularization_002.png 18.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Bootstrap_002.png 18.4 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Maximum_likelihood_30_2.png 18.0 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/learning_theory_006.png 17.9 KB
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extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_002.png 16.2 KB
extras_unpingco/chapters/probability/notebooks/Information_Entropy.ipynb 16.0 KB
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extras_unpingco/chapters/statistics/notebooks/fig-statistics/MAP_003.png 15.7 KB
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extras_unpingco/chapters/machine_learning/notebooks/ensemble.ipynb 14.5 KB
extras_unpingco/chapters/statistics/notebooks/fig-statistics/Hypothesis_Testing_001.png 14.1 KB
extras_unpingco/chapters/statistics/notebooks/Confidence_Intervals.ipynb 13.3 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_000.png 12.9 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/svm_001.png 12.4 KB
extras_unpingco/chapters/probability/notebooks/ProbabilityInequalities.ipynb 11.4 KB
extras_unpingco/chapters/probability/notebooks/projection.ipynb 11.2 KB
extras_unpingco/chapters/probability/notebooks/src-probability/MomentGeneratingFunction.ipynb 11.1 KB
extras_unpingco/chapters/probability/notebooks/moment_generating.ipynb 10.9 KB
extras_unpingco/chapters/statistics/notebooks/python_statistics_modules.ipynb 10.7 KB
extras_unpingco/chapters/machine_learning/notebooks/fig-machine_learning/example_tree_001.png 7.4 KB
extras_unpingco/chapters/probability/notebooks/fig-probability/Sampling_Monte_Carlo_0001.png 5.3 KB
extras_unpingco/chapters/statistics/notebooks/kernel_regression.pyc 3.7 KB
extras_unpingco/chapters/statistics/notebooks/kernel_regression.py 3.3 KB
extras_unpingco/chapters/statistics/notebooks/intro.ipynb 2.4 KB
extras_unpingco/chapters/machine_learning/notebooks/intro.ipynb 1.4 KB
extras_unpingco/chapters/machine_learning/notebooks/README.md 852 bytes
extras_unpingco/chapters/probability/notebooks/README.md 852 bytes
extras_unpingco/chapters/python_quick/notebooks/README.md 852 bytes
extras_unpingco/chapters/statistics/notebooks/README.md 852 bytes
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/concurrent_demo.py 386 bytes
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/multiprocessing_demo.py 366 bytes
extras_unpingco/chapters/conda_packages.txt 205 bytes
extras_unpingco/chapters/python_quick/notebooks/src-python_quick/pandas_ex.py 105 bytes

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