Wesleyan University - Machine Learning for Data Analysis
5.0 /5- Offered byCoursera
- Public/Government Institute
Machine Learning for Data Analysis at Coursera Overview
Duration | 10 hours |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
Machine Learning for Data Analysis at Coursera Highlights
- Reset flexible deadlines in accordance to your schedule
Earn a Certificate upon completion
Machine Learning for Data Analysis at Coursera Course details
- Machine learning is the process of developing, testing, and applying predictive algorithms to achieve this goal
- This course will provide an overview of many additional concepts, techniques, and algorithms in machine learning, from basic classification to decision trees and clustering
- By completing this course, you will learn how to apply, test, and interpret machine learning algorithms as alternative methods for addressing your research questions
Machine Learning for Data Analysis at Coursera Curriculum
Decision Trees
What Is Machine Learning?
Machine Learning and the Bias Variance Trade-Off
What Is a Decision Tree?
What is the Process of Growing a Decision Tree?
Building a Decision Tree with SAS
Strengths and Weaknesses of Decision Trees in SAS
Building a Decision Tree with Python
Some Guidance for Learners New to the Specialization
SAS or Python - Which to Choose?
Getting Started with SAS
Getting Started with Python
Course Codebooks
Course Data Sets
Uploading Your Own Data to SAS
Data Set for Decision Tree Videos (tree_addhealth.csv)
SAS Code: Decision Trees
CART Paper - Prevention Science
Python Code: Decision Trees
Installing Graphviz and pydotplus
Getting Set up for Assignments
Tumblr Instructions
Assignment Example
Random Forests
What Is A Random Forest and How Is It "Grown"?
Building a Random Forest with SAS
Building a Random Forest with Python
Validation and Cross-Validation
SAS code: Random Forests
The HPForest Procedure in SAS
Python Code: Random Forests
Assignment Example
Lasso Regression
What is Lasso Regression?
Testing a Lasso Regression with SAS
Data Management for Lasso Regression in Python
Testing a Lasso Regression Model in Python
Lasso Regression Limitations
SAS Code: Lasso Regression
Python Code: Lasso Regression
Assignment Example
K-Means Cluster Analysis
What Is a k-Means Cluster Analysis?
Running a k-Means Cluster Analysis in SAS, pt. 1
Running a k-Means Cluster Analysis in SAS, pt. 2
Running a k-Means Cluster Analysis in Python, pt. 1
Running a k-Means Cluster Analysis in Python, pt. 2
k-Means Cluster Analysis Limitations
SAS Code: k-Means Cluster Analysis
Python Code: k-Means Cluster Analysis
Assignment Example
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