From 6.034 Wiki
Much of the material in 6.034 is reinforced by on-line artificial-intelligence demonstrations develop by us or otherwise available on the web. Those demonstrations developed by us are provided via the easy-to-use Java Web Start mechanism, which comes with the Java Runtime Environment, the so-called JRE.
The demonstrations illustrate the following ideas:
- Blocks world manipulation (after Winograd)
- Search: depth-first, breadth-first, hill-climbing, beam, branch and bound, A*
- Games: mini-max, alpha-beta
- Genetic algorithms: crossover, mutation, fitness
- Constraint satisfaction: drawing analysis (after Waltz, using Huffman labels)
- Domain reduction: map coloring, resource allocation
- Biological mimetics: genetic algorithms, self-organizing maps, cross-modal clustering
- Learning: nearest neighbors, support vector machines, lattice learning, boosting
- Neural nets: autocoding, logistic regression
Note that starting on 2 October 2014, a new version, which requires Java8, is available that includes a demonstration of Id3 identification trees.