List of Topics

• Introduction
  • History of AI research
  • Symbolic AI
  
  
• Evolutionary Computation
  • Genetic algorithms
  • The Schema theorem
  • Genetic programming
  
  
• Reinforcement Learning
  • Q-Learning algorithm
  • Deep reinforcement learning
  
  
• Neural Networks
  • Artificial neurons
  • Perceptrons
  • Multi-layer networks
  • Linear regression
  • Backpropagation algorithm
  • Recognizing handwritten digits
  • Convolutional neural networks
  • Image classification
  • Fine-tuning pretrained networks
  • Generative models
  • Deep Dream algorithm