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 |