Machine Learning: Regression by Coursera
Course Features
Duration
22 hours
Delivery Method
Online
Available on
Limited Access
Accessibility
Desktop, Laptop
Language
English
Subtitles
English
Level
Intermediate
Teaching Type
Self Paced
Video Content
22 hours
Course Description
Course Overview
International Faculty
Case Based Learning
Post Course Interactions
Case Studies,Instructor-Moderated Discussions
Skills You Will Gain
What You Will Learn
Describe the input and output of a regression model
Compare and contrast bias and variance when modeling data
Estimate model parameters using optimization algorithms
Tune parameters with cross validation
Analyze the performance of the model
Describe the notion of sparsity and how LASSO leads to sparse solutions
Deploy methods to select between models
Exploit the model to form predictions
Build a regression model to predict prices using a housing dataset
Implement these techniques in Python
Course Instructors
Course Reviews
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