Data Science & ML track

Regression

Linear, ridge, lasso, polynomial regression and diagnostics.

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Concepts

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1

Linear Regression

Concept · Hands-on lab included

2

Regression Metrics

Concept · Hands-on lab included

3

Multiple Linear Regression

Concept · Hands-on lab included

4

Polynomial Regression

Concept · Hands-on lab included

5

Gradient Descent

Concept · Hands-on lab included

6

Regularization: Ridge and Lasso

Concept · Hands-on lab included

7

Regression Diagnostics

Concept · Hands-on lab included

8

Linear Regression Pitfalls

Concept · Hands-on lab included

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