johannesstricker/ai-nanodegree

Artificial Intelligence Nanodegree by Udacity

Solutions to the Nanodegree's projects.

Foundations Of AI

Sudoku Solver

Using constraint propagation and depth first search.

Isolation Game Agent

Using the minimax algorithm with alpha-beta pruning.

Teaching Pac-Man

Using 'Breadth First Search', 'Uniform Cost Search' and 'A* Search'.

Travelling Salesmen

Using 'Simulated Annealing' to approximate a solution.

N-Queens

Using 'Constraint Satisfaction'.

Planning Search

Using 'State Space Planning', 'Partial Order Planning' and 'Planning Graphs'.

Sign Language Recognition

Using 'Hidden Markov Models'.

Deep Learning And Applications

Dog Breed Classification

Using 'Convolutional Neural Networks'.

Time Series Prediction & Text Generation

Using 'Recurrent Neural Networks'.