Machine Learning

[日本語] [日本語メモ]

A personal repo to keep the files from the Udemy course (Machine Learning A-Z: Hands-On Python & R In Data Science). Data files (including csvs and image data) have been deleted.

Overview

• Association Rule Learning
  • Apriori
  • Eclat
• Classification
  • Logisitic Regression
  • K-NN
  • SVM
  • Kernel SVM
  • Naive Bayesmac
  • Decision Trees
  • Random Forest
• Clustering
  • K-Means
  • Hierarchical Clustering
• Deep Learning (Keras with TensorFlow backend)
  • ANN
  • CNN
• Dimensionality Reduction
  • PCA
  • LDA
  • Kernel PCA
• Model Selection & Boosting
  • Model Selection
  • XGBoost
• Natural Language Processing
  • NLP
• Regression
  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynomial Regression
  • SVR
  • Decision Tree (Regression)
  • Random Forest (Regression)
• Reinforcement Learning
  • UCB
  • Thompson Sampling