GitHub - pawel-zajac-dev/Bayesian-Probability-Statistics-Machine-Learning: This project explores data analysis, blending core Probability Theory and Descriptive Statistics with Statistical Inference and Bayesian Machine Learning (Regression/Classification). It concludes with a comparative study of Frequentist vs. Bayesian A/B Testing.

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This project explores data analysis, blending core Probability Theory and Descriptive Statistics with Statistical Inference and Bayesian Machine Learning (Regression/Classification). It concludes with a comparative study of Frequentist vs. Bayesian A/B Testing.

ab-testing bayesian-inference bayesian-linear-regression bayesian-methods bayesian-naive confidence-intervals hypothesis-testing inference-statistic-analysis probability resampling-methods statistics

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Name		Name	Last commit message	Last commit date
Latest commit History 84 Commits
P01 CDFs & Percentiles.ipynb		P01 CDFs & Percentiles.ipynb
P02 Confidence Intervals Monte Carlo & Bootstrap.ipynb		P02 Confidence Intervals Monte Carlo & Bootstrap.ipynb
P03 Hypothesis Testing Z-test Normal and Bernoulli Distribution.ipynb		P03 Hypothesis Testing Z-test Normal and Bernoulli Distribution.ipynb
P04 Chi-Square Goodness of Fit Test.ipynb		P04 Chi-Square Goodness of Fit Test.ipynb
P05 Mann-Whitney & Wilcoxon & Paired t-test & Shapiro-Wilk Normality Test.ipynb		P05 Mann-Whitney & Wilcoxon & Paired t-test & Shapiro-Wilk Normality Test.ipynb
P06 ANOVA, Shapiro-Wilk, and Bartlett’s Test.ipynb		P06 ANOVA, Shapiro-Wilk, and Bartlett’s Test.ipynb
P07 Chi-Square Test of Independence with Cramér’s V, Phi (φ), and Pearson’s C.ipynb		P07 Chi-Square Test of Independence with Cramér’s V, Phi (φ), and Pearson’s C.ipynb
P08 Spearman’s Rank and Pearson Correlation Coefficients.ipynb		P08 Spearman’s Rank and Pearson Correlation Coefficients.ipynb
P09 Palmer Archipelago (Antarctica) penguin data.ipynb		P09 Palmer Archipelago (Antarctica) penguin data.ipynb
P10 Regression Assumptions Verification.ipynb		P10 Regression Assumptions Verification.ipynb
P11 Forward Selection Regression.py		P11 Forward Selection Regression.py
P12 Backward Selection Regression.py		P12 Backward Selection Regression.py
X01 Bayesian Linear Regression.ipynb		X01 Bayesian Linear Regression.ipynb
advertisement_clicks.csv		advertisement_clicks.csv
advertising.csv		advertising.csv
titanic_train.csv		titanic_train.csv
weight.csv		weight.csv

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