Introduction to Machine Learning

Syllabus

• Syllabus.pdf

Slides

• module1-FINAL.pdf
• module2-FINAL.pdf
• module3-FINAL.pdf
• module4-FINAL.pdf
• module5-FINAL.pdf

Markdown Source Files

• module1.Rmd
• module2.Rmd
• module3.Rmd
• module4.Rmd
• module5.Rmd

Tutorials

• module1-linear_regression-SOLUTION.html
• module1-linear_regression.html
• module1-logistic_regression-SOLUTION.html
• module1-logistic_regression.html
• module2-SVM-SOLUTION.html
• module2-SVM.html
• module2-trees-SOLUTION.html
• module2-trees.html
• module3-clustering-SOLUTION.html
• module3-clustering.html
• module4-deep_learning-SOLUTION.html
• module4-deep_learning.html

Resources

• downloads.zip
• emo.RData
• module1-auditory_strings.csv
• module1-video_reading.csv
• module2-bfi-imbalanced.csv
• module2-bfi.csv

Markdown Source Files

• module1-linear_regression-SOLUTION.Rmd
• module1-linear_regression.Rmd
• module1-logistic_regression-SOLUTION.Rmd
• module1-logistic_regression.Rmd
• module2-SVM-SOLUTION.Rmd
• module2-SVM.Rmd
• module2-trees-SOLUTION.Rmd
• module2-trees.Rmd
• module3-clustering-SOLUTION.Rmd
• module3-clustering.Rmd
• module4-deep_learning-SOLUTION.Rmd
• module4-deep_learning.Rmd