Technology of AI
  • Introduction
  • What is Artificial Intelligence?
  • Structure of Machine Learning Systems
  • Rating Your Experience
  • Machine Learning with Models
  • Speed Up the Learning Process
  • Preventing Underfit & Overfit
  • Classification
  • Sigmoid Models for Classification
  • Regularization - Part 1
  • Regularization - Part 2
  • Underfit & Overfit Quiz
  • Machine Learning Libraries
  • Coding with Python & Scikit Learn
  • Scikit-Learn & Python Libraries Quiz
  • Multi-Layer Neural Networks & Deep Learning - Part 1
  • Multi-Layer Neural Networks & Deep Learning - Part 2
  • Multi-Layer Learning Quiz
  • Convolutional Neural Network - Part 1
  • Convolutional Neural Network - Part 2
  • Convolutional Neural Network - Part 3
  • Recurrent Neural Networks
Managing AI Projects
  • Start From Published Papers
  • Machine Learning or Deep Learning?
  • Deep Learning Quiz
  • Build or Buy?
  • Re-use Models and Libraries
  • Word Embeddings
  • Using Embeddings for Natural Language Processing
  • Word Embeddings Quiz
  • Training with Artificial Data
  • Artificial Data Quiz