├── .gitignore ├── Bayes_rule.ipynb ├── Brownian-motion-with-Python.ipynb ├── Central_tendency_dispersion_measures.ipynb ├── Comparing_means_ANOVA.ipynb ├── Computing_pi_throwing_dart.ipynb ├── Conf_inv_sampling_hypothesis.ipynb ├── Deep_Distributions ├── Deep_Distributions_Ver_1.ipynb └── Readme.md ├── Fitting-data-to-univariate-distributions-with-distfit.ipynb ├── Game_of_chance_simulation.ipynb ├── Generating-random-variables-from-scratch.ipynb ├── Intro_Hypothesis_Testing.ipynb ├── LICENSE ├── Linear_Regression_Methods.ipynb ├── Logistic_Reg_sklearn_statsmodels.ipynb ├── Manufacturing-drift-Pandas.ipynb ├── Monte-Carlo-integration.ipynb ├── Packt-Maths-Data-Scientist ├── CHAPTER 1 - Set algebra, discrete math, and numbers.ipynb ├── CHAPTER 2 - Functions, equations, plots, and limit.ipynb ├── CHAPTER 3 - Calculus and optimization for machine learning.ipynb ├── Readme.md └── Shirt_manufacturing_optimization_using_PuLP.ipynb ├── Permutations_and_Combinations.ipynb ├── Pomegranate.ipynb ├── Presentations ├── Magnimind_Workshop_Jan10_2020.pdf └── Readme.md ├── Prob_Distributions_Discrete.ipynb ├── Prob_distributions.ipynb ├── Probability_concepts.ipynb ├── Q-Q plots.ipynb ├── R-style Functions.ipynb ├── README.md ├── R_Functions.py ├── Regression_Diagnostics.ipynb ├── Resources ├── Introduction to Hypothesis Testing.pdf └── Readme.md ├── Scipy-interpolate.ipynb ├── Set_Algebra_with_Python.ipynb ├── Stochastic-simulation-helps-you-grasp-concepts-of-statistics.ipynb ├── UCSD_Lectures ├── Week_2.pdf ├── Week_3_Part_1.pdf ├── Week_3_Part_2.pdf ├── Week_4_Part_1.pdf ├── Week_4_Part_2.pdf ├── Week_5_Part_1.pdf ├── Week_5_Part_2.pdf ├── Week_6_Part_1.pdf ├── Week_6_Part_2.pdf ├── Week_6_Part_3.pdf ├── Week_6_Part_4.pdf └── readme.md ├── _config.yml ├── images ├── Conf_interval.png ├── Drug-Screening.png ├── Frustrated-at-stat.png ├── Hypothesis_test.jpg ├── Readme.md ├── SVD_Netflix.PNG ├── Simulation-problems-DS.png ├── bayes-1.png ├── boards.png ├── 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