/Machine-Learning

This repository Contains machine Learning codes,dataset and templates.

Primary LanguageJupyter Notebook

Machine-Learning

This repository Contains machine Learning algorithm codes, datasets and code templates.

Topics

Regression

  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynomial Regression
  • Support vector Regression
  • Decision Tree
  • Random Forest

Classification

  • Logistic Regression
  • K-Nearest Neighbours
  • Support Vector Machine (SVM)
  • Kernel SVM
  • Naive Bayes
  • Decision Tree
  • Random Forest
  • Evaluating Classification Models Performance

Clustering

  • K-Means Clustering
  • Hierarchical Clustering

Association Rule Learning

  • Apriori

Reinforcement Learning

  • Upper Confidence Bound

Natural Language Processing

Deep Learning

  • Artificial Neural Network
  • Convolutional Neural Network

Dimensionality Reduction

  • Principal Component Analysis (PCA)
  • Linear Component Analysis(LDA)

Model Selection & Boosting