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Regression Foundations with Python

Learn the fundamentals of regression analysis using Python in this beginner-friendly course. Understand how regression models work, explore the relationship between variables, and learn how to build predictive models using real-world datasets. This course covers simple linear regression, data preparation, model training, prediction, and performance evaluation using popular Python libraries such as NumPy, Pandas, Matplotlib, and Scikit-learn. By the end of this course, you will be able to build and evaluate basic regression models and apply regression techniques to practical data analysis and machine learning problems.

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|8h 42m|15 lessons
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Regression Foundations with Python course

What's included

15

Lessons

8h 42m

Duration

Certificate

What you'll learn

Skills and outcomes you'll walk away with

The Generalised Linear Model Family

Counts and Rates: Poisson Regression

Overdispersion and Negative Binomial Regression

Tweedie Regression for Insurance and Retail

Why Log-Transforming Zeros Is a Bug

Ordinal Targets: Satisfaction One to Five

Course curriculum

15 lessons • 8h 42m total

Regression Foundations with Python15 lessons
1

The Generalised Linear Model Family

34m
2

Counts and Rates: Poisson Regression

35m
3

Overdispersion and Negative Binomial Regression

34m
4

Tweedie Regression for Insurance and Retail

35m
5

Why Log-Transforming Zeros Is a Bug

35m
6

Ordinal Targets: Satisfaction One to Five

35m
7

Robust Regression When Outliers Are Real

35m
8

Quantile Regression: Predicting the Edges

34m
9

Nonlinearity Without Losing Interpretability: GAMs

35m
10

Explainable Boosting Machines

35m
11

Time-to-Event Data and Censoring

35m
12

Cox Proportional Hazards Regression

35m
13

Churn as Time-to-Event, Not Yes or No

35m
14

Hierarchical and Mixed-Effects Regression

35m
15

Capstone: Choose the Right Model Family

35m

Certification path

Certification exam

45 multiple-choice questions • 70% passing score required

Verified certificate

Earn a verified PDF certificate with unique verification ID upon completion • ₹999

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