Uniform Convergence
A sequence of functions converges uniformly to f if max We have uniform convergence on compacta if this holds whenever the maximum is taken over any compact set K.
  Unsupervised Learning
Discovering groupings in the training set when none are pre-specified.
Changing the classifier when new examples become available, possibly lacking their true classifications.