Neural Networks for Machine Learning

Programming assignments and notes for Geoffrey Hinton's course on Coursera (https://www.coursera.org/course/neuralnets). The starter code is provided, all the missing details are filled in.

Assignment 1

• The perceptron learning algorithm.

Assignment 2

• Learning Word Representations.

Assignment 3

• Optimization and generalization.

Assignment 4

• Restricted Boltzmann Machines.
  • Q11: Function log_partition computes logarithm (base e) of partition function for given RBM.