TRACK 12•Machine Learning Track•INTERMEDIATE

Regression Algorithms

Name: Regression Algorithms
Price: 2799.00 INR
Availability: InStock

Linear, Ridge, Lasso, and Logistic Regression — implemented from scratch with math.

Algorithms from ScratchReal-World Datasets & ExperimentsFull Syllabus Access

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Instructor

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12 Modules

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12 Lessons & Labs

Enrollment1-Year Full Access

₹2,799

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1-Year full access to all 12 modules & labs

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Overview & Outcomes

Course Learning Objectives

Implement regression algorithms from scratch. Linear, polynomial, ridge, lasso, elastic net, and logistic regression with full mathematical derivations, gradient descent, and regularization.

Core Curriculum Competencies

What you'll master

Simple & Multiple Linear Regression mathematics
Ordinary Least Squares (OLS) closed-form solution derivation
Ridge (L2), Lasso (L1) & ElasticNet regularization

Polynomial regression & non-linear curve fitting

Evaluation metrics: MSE, RMSE, MAE, R-squared & Adjusted R2

Residual analysis, heteroscedasticity & collinearity diagnostics

Syllabus & Modules

Course Curriculum

A comprehensive breakdown of all modules, theory readings, interactive quizzes, and compiler practice labs.

Module 1: Linear Regression: Theory & Math

1 Lessons

1.1Linear Regression: Theory & MathREADING

Module 2: Implementing Linear Regression from Scratch

1 Lessons

2.1Implementing Linear Regression from ScratchREADING

Module 3: Multiple Linear Regression

Locked

3.1Multiple Linear RegressionREADING

Module 4: Polynomial Regression

Locked

4.1Polynomial RegressionREADING

Module 5: Loss Functions: MSE & MAE

Locked

5.1Loss Functions: MSE & MAEREADING

Module 6: Gradient Descent for Regression

Locked

6.1Gradient Descent for RegressionREADING

Full Syllabus Gated (10+ Modules)

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Enroll to unlock all 12 modules, 12 coding labs, automated graded quizzes, solution walk-throughs & verified certificate.

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Lead Instructor & Mentor

Instructor

Passionate engineer and educator specializing in core algorithms, production backend systems, and modern AI engineering.