Machine Learning Online Training

Machine Learning Online Training Course Content :

Data Preprocessing

  • Overview of Data Preprocessing
  • Get the dataset
  • Importing the Libraries
  • Importing the Dataset
  • Missing Data
  • Categorical Data
  • Splitting the Dataset into the Training set and Test set
  • Feature Scaling
  • How to Set Up Working Directory

Regression

  • Simple Linear Regression
  • How to get the dataset
  • Dataset + Business Problem Description
  • Simple Linear Regression Intuition
  • Simple Linear Regression in Python
  • Simple Linear Regression in R

Multiple Linear Regression

  • How to get the dataset
  • Dataset + Business Problem Description
  • Multiple Linear Regression Intuition
  • Multiple Linear Regression in Python
  • Multiple Linear Regression in Python – Backward Elimination – Preparation
  • Multiple Linear Regression in R

Polynomial Regression

  • Polynomial Regression Intuition
  • How to get the dataset
  • Polynomial Regression in Python
  • Python Regression Template
  • Polynomial Regression in R
  • R Regression Template

Support Vector Regression (SVR)

  • How to get the dataset
  • SVR in Python
  • SVR in R

Decision Tree Regression

  • Decision Tree Regression Intuition
  • How to get the dataset
  • Decision Tree Regression in Python
  • Decision Tree Regression in R

Random Forest Regression

  • Random Forest Regression Intuition
  • How to get the dataset
  • Random Forest Regression in Python
  • Random Forest Regression in R

Evaluating Regression Models Performance

  • R-Squared Intuition
  • Adjusted R-Squared Intuition
  • Interpreting Linear Regression Coefficients

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