Statistical Learning by Stanford University
This repository contains all the solutions and quizzes for the course "Statistical Learning" by Stanford University on edX.
Note: The material provided in this repository is only for helping those who may get stuck at any point of time in the course.
It is strongly advised that no one should just copy the solutions(voilation of edX Honor Code) presented here.
| Chapter | Subject | Hands-on | R Labs | Quiz |
|---|---|---|---|---|
| 1 | Introduction | * | Quiz | |
| 2 | Statistical Learning | R Labs | Quiz | |
| 3 | Linear Regression | R Labs | Quiz | |
| 4 | Classification | R Labs | Quiz | |
| 5 | Resampling Methods | R Labs | Quiz | |
| 6 | Linear Model Selection and Regularization | R Labs | Quiz | |
| 7 | Moving Beyond Linearity | R Labs | Quiz | |
| 8 | Tree-based Methods | R Labs | Quiz | |
| 9 | Support Vector Machines | R Labs | Quiz | |
| 10 | Unsupervised Learning | R Labs | Quiz |
10 Days of Statistics
| Day | Challenge | Problem | Difficulty | Score | Solution |
|---|---|---|---|---|---|
| 0 | Mean, Median, and Mode | Problem | Easy | 30 | Solution |
| 0 | Weighted Mean | Problem | Easy | 30 | Solution |
| 1 | Quartiles | Problem | Easy | 30 | Solution |
| 1 | Interquartile Range | Problem | Easy | 30 | Solution |
| 1 | Standard Deviation | Problem | Easy | 30 | Solution |
| 2 | Basic Probability | Problem | Easy | 10 | Solution |
| 2 | More Dice | Problem | Easy | 10 | Solution |
| 2 | Compound Event Probability | Problem | Easy | 10 | Solution |
| 3 | Conditional Probability | Problem | Easy | 10 | Solution |
| 3 | Cards of the Same Suit | Problem | Easy | 10 | Solution |
| 3 | Drawing Marbles | Problem | Easy | 10 | Solution |
| 4 | Binomial Distribution I | Problem | Easy | 30 | Solution |
| 4 | Binomial Distribution II | Problem | Easy | 30 | Solution |
| 4 | Geometric Distribution I | Problem | Easy | 30 | Solution |
| 4 | Geometric Distribution II | Problem | Easy | 30 | Solution |
| 5 | Poisson Distribution I | Problem | Easy | 30 | Solution |
| 5 | Poisson Distribution II | Problem | Easy | 30 | Solution |
| 5 | Normal Distribution I | Problem | Easy | 30 | Solution |
| 5 | Normal Distribution II | Problem | Easy | 30 | Solution |
| 6 | The Central Limit Theorem I | Problem | Easy | 30 | Solution |
| 6 | The Central Limit Theorem II | Problem | Easy | 30 | Solution |
| 6 | The Central Limit Theorem III | Problem | Easy | 30 | Solution |
| 7 | Pearson Correlation Coefficient I | Problem | Easy | 30 | Solution |
| 7 | Spearman's Rank Correlation Coefficient | Problem | Easy | 30 | Solution |
| 8 | Least Square Regression Line | Problem | Easy | 30 | Solution |
| 8 | Pearson Correlation Coefficient II | Problem | Easy | 30 | Solution |
| 9 | Multiple Linear Regression | Problem | Medium | 30 | Solution |