Supervised Learning Algorithms - Regression
A deep dive into commonly used regression algorithms.
17 Tutorials
1 Exercises
Beginner Level
100% Online
Self-paced
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About this course
Contributors & Instructors
What you will learn?
Course Content
1. Introduction to Supervised Learning
1
Introduction to Supervised Learning
2. Linear Regression
5
1
Introduction to Linear Regression
Simple Linear Regression
Multiple Linear Regression
Evaluating a Regression Model
Exercise on Linear Regression
Challenge - Linear Regression
3. Decision Tree
4
Bias and Variance
Decision Tree
Exercise on Decision Tree
Challenge - Decision Tree
4. Support Vector Machine
3
Support Vector Regressor
Exercise on Support Vector Regressor
Challenge - Support Vector Regressor
5. Random Forest
4
Regression Forest
Ensemble Models
Exercise on Random Forest Regressor
Challenge - Random Forest Regressor
