Cursarium
intermediateCertificate$99

Principles of Machine Learning

by Microsoft Team · edX

4.4
(2,500 reviews)
70K+ enrolled6 weeksUpdated 2024-05

What You'll Learn

Understand the fundamentals and key concepts of machine learning
Apply machine learning techniques to solve real-world problems
Understand the fundamentals and key concepts of classification
Apply classification techniques to solve real-world problems
Understand the fundamentals and key concepts of regression
Apply regression techniques to solve real-world problems

About This Course

Microsoft course covering classification, regression, feature engineering, model selection, and ensemble methods with Azure ML.

Curriculum

Module 1: Machine learning & Classification
6 lessons
  • Introduction to machine learning
  • Machine learning in Practice
  • Hands-on Exercise: Machine learning
  • Introduction to classification
  • Classification in Practice
  • Hands-on Exercise: Classification
Module 2: Regression & Feature engineering
6 lessons
  • Introduction to regression
  • Regression in Practice
  • Hands-on Exercise: Regression
  • Introduction to feature engineering
  • Feature engineering in Practice
  • Hands-on Exercise: Feature engineering
Module 3: Ensemble methods
3 lessons
  • Introduction to ensemble methods
  • Ensemble methods in Practice
  • Hands-on Exercise: Ensemble methods

Instructor

Microsoft Team

Instructor at edX

4.4rating
70K+ students

Pros & Cons

Pros

  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by Microsoft Team
  • Well-structured curriculum

Cons

  • Requires paid subscription
  • Self-paced requires discipline