| Sl.No | Chapter Name | MP4 Download |
|---|---|---|
| 1 | Introduction | Download |
| 2 | Least Squares method | Download |
| 3 | Hands-on with Python Part -1 | Download |
| 4 | Hands-on with R Part -1 | Download |
| 5 | Categorical Variable as Predictor Part -1 | Download |
| 6 | Categorical Variable as Predictor Part -2 | Download |
| 7 | Hands-on with R Part -2 | Download |
| 8 | Understanding the joint probability from data perspective | Download |
| 9 | Hands-on with R Part -3 | Download |
| 10 | Regression Line as Conditional Expectation | Download |
| 11 | Normal Equations | Download |
| 12 | Gauss Markov Theorem | Download |
| 13 | Hands-on with Python Part -2 | Download |
| 14 | Geometry of Regression Model and Feature Engineering | Download |
| 15 | Sampling Distribution and Statistical Inference of Regression Coefficient | Download |
| 16 | Hands-on with R Part -4 | Download |
| 17 | Checking Model Assumptions | Download |
| 18 | Comparing Models with Predictive Accuracy | Download |
| 19 | Hands-on with Julia | Download |
| 20 | Model Complexity, Bias and Variance Tradeoff | Download |
| 21 | Feature Selection, Variable Selection | Download |
| 22 | Hands on with R Part - 5 | Download |
| Sl.No | Chapter Name | English |
|---|---|---|
| 1 | Introduction | PDF unavailable |
| 2 | Least Squares method | PDF unavailable |
| 3 | Hands-on with Python Part -1 | PDF unavailable |
| 4 | Hands-on with R Part -1 | PDF unavailable |
| 5 | Categorical Variable as Predictor Part -1 | PDF unavailable |
| 6 | Categorical Variable as Predictor Part -2 | PDF unavailable |
| 7 | Hands-on with R Part -2 | PDF unavailable |
| 8 | Understanding the joint probability from data perspective | PDF unavailable |
| 9 | Hands-on with R Part -3 | PDF unavailable |
| 10 | Regression Line as Conditional Expectation | PDF unavailable |
| 11 | Normal Equations | PDF unavailable |
| 12 | Gauss Markov Theorem | PDF unavailable |
| 13 | Hands-on with Python Part -2 | PDF unavailable |
| 14 | Geometry of Regression Model and Feature Engineering | PDF unavailable |
| 15 | Sampling Distribution and Statistical Inference of Regression Coefficient | PDF unavailable |
| 16 | Hands-on with R Part -4 | PDF unavailable |
| 17 | Checking Model Assumptions | PDF unavailable |
| 18 | Comparing Models with Predictive Accuracy | PDF unavailable |
| 19 | Hands-on with Julia | PDF unavailable |
| 20 | Model Complexity, Bias and Variance Tradeoff | PDF unavailable |
| 21 | Feature Selection, Variable Selection | PDF unavailable |
| 22 | Hands on with R Part - 5 | PDF unavailable |
| Sl.No | Language | Book link |
|---|---|---|
| 1 | English | Not Available |
| 2 | Bengali | Not Available |
| 3 | Gujarati | Not Available |
| 4 | Hindi | Not Available |
| 5 | Kannada | Not Available |
| 6 | Malayalam | Not Available |
| 7 | Marathi | Not Available |
| 8 | Tamil | Not Available |
| 9 | Telugu | Not Available |