Machine Learning and Neural Networks links

• Coursera, Stanford, Machine Learning lectures
• Coursera, Univ. of Toronto, Neural Networks for Machine Learning
• Unsupervised Feature Learning and Deep Learning Tutorial
• Deep Neural Networks with GPU support, Java lib
• DeepLearning Tutorial (Python)
• A Deep Learning Tutorial: From Perceptrons to Deep Networks, Ivan Vasilev

Machine Learning Software

• Infer.NET framework for running Bayesian inference in graphical models
• PyBrain - modular Machine Learning Library for Python
  
• List of Machine Learning Open Source Software
• Weka
• Scikit-learn Machine Learning in Python
• The Bob Project free signal-processing and machine learning toolbox

ML books

• WikiBook - Machine Learning - The Complete Guide
• Statistical Learning
• Neural Networks and Deep Learning
• A Course in Machine Learning by Hal Daumé III

Naural Networks

• FANN Fast Artificial Neural Network Library