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Machine-Learning

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Table of Contents

1. Data Pre-processing

  • Importing Libraries
  • Importing Data sets
  • Handling the missing data values
  • Encoding categorical data
  • Split Data into Train data and Test data
  • Feature Scaling

2. Regression

  • Simple Linear Regression
  • Multi Linear Regression
  • Polynomial Regression
  • Support Vector Regression
  • Decision Tree Regression
  • Random Forest Regression

3. Classification

  • Logistic Regression
  • K Nearest Neighbors Classification
  • Support Vector Machine
  • Kernel SVM
  • Naive Bayes
  • Decision Tree Classification

4. Clustering

  • K Means Clustering
  • Hierarchical Clustering