Machine Learning Random Forest Adaboost and Decision Tree

BY
Udemy

Mode

Online

Fees

₹ 499 1199

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 499  ₹1,199
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Introduction

  • Introduction
  • What is meant by learning part 1
  • What is meant by learning part 2
  • What is meant by learning part 3
  • Machine Learning Problems
  • Bias-Variance Trade-off

Random Forests and Decision Trees

  • How Random Forests Work
  • How Decision Trees work
  • Decision Tree Algorithm
  • Decision Trees Demo
  • Random Forests in Depth
  • Real-Life Analogy and Feature Importance
  • Difference Between Random Forests and Decision Trees

AdaBoost

  • What are Ensemble Methods
  • Implementing AdaBoost Classifier Part 1
  • Implementing AdaBoost Classifier Part 2
  • AdaBoost Algorithm
  • AdaBoost Efficiency
  • AdaBoost Demo 1
  • AdaBoost Demo 2
  • Bonus Video - Jupyter Notebook
  • Bonus Video- Jupyter Notebook 2

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