Sl.No Chapter Name MP4 Download
1IntroductionDownload
2Least Squares methodDownload
3Hands-on with Python Part -1Download
4Hands-on with R Part -1Download
5Categorical Variable as Predictor Part -1Download
6Categorical Variable as Predictor Part -2Download
7Hands-on with R Part -2Download
8Understanding the joint probability from data perspectiveDownload
9Hands-on with R Part -3Download
10Regression Line as Conditional ExpectationDownload
11Normal EquationsDownload
12Gauss Markov TheoremDownload
13Hands-on with Python Part -2Download
14Geometry of Regression Model and Feature EngineeringDownload
15Sampling Distribution and Statistical Inference of Regression CoefficientDownload
16Hands-on with R Part -4Download
17Checking Model AssumptionsDownload
18Comparing Models with Predictive AccuracyDownload
19Hands-on with JuliaDownload
20Model Complexity, Bias and Variance TradeoffDownload
21Feature Selection, Variable SelectionDownload
22Hands on with R Part - 5Download

Sl.No Chapter Name English
1IntroductionPDF unavailable
2Least Squares methodPDF unavailable
3Hands-on with Python Part -1PDF unavailable
4Hands-on with R Part -1PDF unavailable
5Categorical Variable as Predictor Part -1PDF unavailable
6Categorical Variable as Predictor Part -2PDF unavailable
7Hands-on with R Part -2PDF unavailable
8Understanding the joint probability from data perspectivePDF unavailable
9Hands-on with R Part -3PDF unavailable
10Regression Line as Conditional ExpectationPDF unavailable
11Normal EquationsPDF unavailable
12Gauss Markov TheoremPDF unavailable
13Hands-on with Python Part -2PDF unavailable
14Geometry of Regression Model and Feature EngineeringPDF unavailable
15Sampling Distribution and Statistical Inference of Regression CoefficientPDF unavailable
16Hands-on with R Part -4PDF unavailable
17Checking Model AssumptionsPDF unavailable
18Comparing Models with Predictive AccuracyPDF unavailable
19Hands-on with JuliaPDF unavailable
20Model Complexity, Bias and Variance TradeoffPDF unavailable
21Feature Selection, Variable SelectionPDF unavailable
22Hands on with R Part - 5PDF unavailable


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