├── 01-Introduction ├── 01-Probability_theory.md ├── 02-Statistics.md └── 03-Three_card_puzzle.md ├── 02-Sets ├── 01-Elements_sets_membership.md ├── 02-Venn_diagram.md ├── 03-Set_realtions.md ├── 04-Set_operations.md ├── 05-Cartesian_product.md └── dd.txt ├── 03-Counting ├── 01-Disjoint_union.md ├── 02-General_Unions.md ├── 03-Cartesian_product.md └── 04-Cartesian_powers.md ├── 04-Combinatorics └── Combinatorics.ipynb ├── 05-Conditional Probability └── Conditional Probability.ipynb ├── 06-Random variable and variance ├── Random_Variable.ipynb └── Variance.ipynb ├── 07-Discrete distribution Families └── Discrete distribution Families.ipynb ├── 08-Continuous Disribution Families └── Continuous Disribution Families.ipynb ├── 09-Inequalities and Limit └── Inequalities and Limit.ipynb ├── 10-Statistics, Parameter Estimation anf Confidence Interval └── 11_Statistics.ipynb ├── 11-Regression and PCA ├── 1.Regression I.ipynb ├── 2.Regressing to the mean.ipynb ├── 3.Polynomial Regression.ipynb ├── 4.PCA.ipynb └── data │ ├── Galton.csv │ ├── HW25000.csv │ └── Pearson.csv ├── 12-Hyothesis testing └── Hyothesis testing.ipynb ├── Images ├── t1c1.png ├── t1c2.png ├── t2c3.png ├── t3c1.png ├── t3c2.png └── t3c3.png └── README.md /01-Introduction/01-Probability_theory.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kartikdube/Probability-and-Statistics-in-Data-Science-Using-Python/HEAD/01-Introduction/01-Probability_theory.md -------------------------------------------------------------------------------- /01-Introduction/02-Statistics.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kartikdube/Probability-and-Statistics-in-Data-Science-Using-Python/HEAD/01-Introduction/02-Statistics.md -------------------------------------------------------------------------------- /01-Introduction/03-Three_card_puzzle.md: 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