Machine Learning Notes

Learning Path

• [] Introduction to Machine Learning
  • What is Machine Learning?
  • Why Machine Learning?
  • Types of Machine Learning
  • Machine Learning in Health Care System
  • Machine Learning in Bioinformatics
• [] Data Preprocessing
• [] Regression
  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynominal Regression
  • Support Vector Machine(SVM)
  • Decision Tree
  • Random Forest
  • Evaluation of Regression Models
• [] Classification
  • Logistic Regression
  • K-Nearest Neighbors(K-NN)
  • Kernel SVM
  • Naive Bayes
  • Decision Tree Classification
  • Random Forest Classification
  • Evaluation of Classification Models

Resources

• Stanford CS229: Machine Learning | Autumn 2018
• An Introduction to Statistical Learning
• Python Machine Learning Cookbook
• Machine Learning Algorithms
• Machine Learning Full Course - Edurekha

About the Author

This repo was created by Jubayer Hossain
Jubayer Hossain is a student of Microbiology at Jagannath University and the founder of Health Data Research Organization

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.