Sunday, 16 November 2025

Logistic Regression Explained

Logistic regression is one of the supervised learning algorithm that is used for classification tasks.

Below are the contents that are discussed in the video


  • Introduction
  • Importance
  • Mathematics Behind Logistic Regression
  • Logistic Regression Workflow
  • Binary vs Multiclass Logistic Regression
  • Assumptions
  • Evaluation Metrics
  • Regularization in Logistic Regression
  • Practical Implementation in Python
  • Challenges and Best Practices
  • Summary and Q&A
  • Extension to Logistic Regression


Saturday, 15 November 2025

Linear Regression Explained

 Below are the contents that are discussed in the video

  • Introduction 
  • Key Concepts
  • Types of Linear Regression
  • How Linear Regression works
  • Assumptions
  • Code Example - Simple Linear Regression
  • Visualization of Results
  • Advantages and Limitations
  • Applications
  • Conclusion