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Machine Learning

Core concepts and algorithms of Machine Learning.

What You'll Learn​

  • Supervised vs Unsupervised Learning
  • Regression algorithms
  • Classification algorithms
  • Clustering algorithms
  • Model evaluation and validation

Prerequisites​

  • Python basics
  • Mathematics for AI

Course Duration​

Approximately 2 hours

Types of Machine Learning​

Supervised Learning​

  • Linear Regression
  • Logistic Regression
  • Decision Trees
  • Random Forests
  • Support Vector Machines

Unsupervised Learning​

  • K-Means Clustering
  • Hierarchical Clustering
  • PCA (Principal Component Analysis)
  • t-SNE

Next Steps​

Ready to explore Deep Learning and Neural Networks!