Course Materials

Book

Stuart Russell and Peter Norvig: Artificial Intelligence: A Modern Approach.

Additional Course Materials

• If you are not familiar with Python programming, use any online tutorial to get a handle of it.
• Play PacMan!
• Thinking machine: how a computer chess player thinks!
• 5-Queens demo (javascript, src)
• Backtracking demo (jar, src)
• A step-by-step guide to building your intelligent chess program (Minimax and Alpha-Beta pruning, code)
• Installing Miniconda in silent mode - Simple and easy to read installation guide for Miniconda.
• Google Colaboratory - A free Jupyter notebook environment for your deep learning exercises.
• Tutorial 1 - Dive into deep learning! MNIST classification with MLP.
• Tutorial 2 - Sentiment analysis on the IMDB movie review dataset.
• Tutorial 3 - Text classification of newswire documents.
• Tutorial 4 - Digit Recognition from sound
• Tutorial 5 - MNIST classification with ConvNets.
• Tutorial 6 - IMDB review with LSTMs.
• ConvNets in practise!
• The Unreasonable Effectiveness of Recurrent Neural Networks