University of Colorado Boulder - Regression Analysis
- Offered byCoursera
Regression Analysis at Coursera Overview
Duration | 40 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
Regression Analysis at Coursera Highlights
- Earn a certificate of completion
- Add to your LinkedIn profile
- 5 quizzes, 1 assignment
Regression Analysis at Coursera Course details
- What you'll learn
- Understand the principles and significance of regression analysis in supervised learning.
- Implement cross-validation methods to assess model performance and optimize hyperparameters.
- Comprehend ensemble methods (bagging, boosting, and stacking) and their role in enhancing regression model accuracy.
- The "Regression Analysis" course equips students with the fundamental concepts of one of the most important supervised learning methods, regression
- Participants will explore various regression techniques and learn how to evaluate them effectively
- Additionally, students will gain expertise in advanced topics, including polynomial regression, regularization techniques (Ridge, Lasso, and Elastic Net), cross-validation, and ensemble methods (bagging, boosting, and stacking)
- Through interactive tutorials and practical case studies, students will gain hands-on experience in applying regression analysis to real-world data scenarios
Regression Analysis at Coursera Curriculum
Introduction to Regression and Linear Regression
Introduction to Regression and Linear Regression
Assessment Strategy
Activity Strategy
Linear Regression Demo
Linear Regression Case Study
Linear Regression Quiz
Linear Regression Exploration Exercise
Polynomial Regression
Polynomial Regression
Polynomial Regression Demo
Polynomial Regression Case Study
Polynomial Regression Quiz
Polynomial Regression Exploration Exercise
Regularization
Regularization
Regularization Demo
Regularization Case Study - CA Housing Price
Regularization Case Study
Regularization Quiz
Regularization Exploration Exercise
Evaluation and Cross Validation
Cross Validation
Evaluation and Cross Validation Demo
Cross Validation Case Study - CA Housing Price
Evaluation and Cross Validation Case Study
Evaluation and Cross Validation Quiz
Evaluation and Cross Validation Exploration Exercise
Ensemble Methods
Ensemble Methods
Ensemble Methods Demo
Ensemble Case Study - CA Housing Price
Ensemble Methods Case Study
Ensemble Methods Quiz
Ensemble Methods Exploration Exercise
Case Study
Regression Analysis at Coursera Admission Process
Important Dates
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