About the Course

Machine Learning is the fundamentals of Artificial Intelligence. Understanding the concepts, theory, process and mechanism in Machine Learning is the key to understand all the areas in Artificial Intelligence.   

Prerequisites

The following Math knowledge is required to take the Artificial Intelligence courses: 

  • Probability & Statistics
  • Statistics
  • Linear Algebra
  • Calculus

Main Contents

Supervised Learning and Unsupervised Learning
Feature
Classification Algorithms
Regression Algorithms
Support Vector Machines (SVM)
Clustering
Anomaly Detection
Recommender Systems
Dimensionality Reduction
Regularization
Machine Learning Pipelines 
AutoML
Machine Learning Applications