Some ai notebooks about Rational agents, Searching, Constraint satisfaction, Board games, Machine learning, Deep learning.
- AI-Agents
- Search Algorithms
- Constraint Satisfaction Problems
- Board Games
- Planning
- Making Simple Decision Under Uncertainty
- Acting under Uncertainty
- Machine Learning
- Deep Learning
- Optimization Algorithms (Theorie)
- What is an agent?
- Rational agents
- Rationallity
- Structure of an AI agent
- PEAS Representation
- Agent environment in AI
- Example implementation of vacuum cleaner
- Uniformed Search methods
- Informed Search methods
- Backtracking Algorithm
- MiniMax algorithm
- MiniMax (with alpha beta purning)
- Solving games (TicTacToe, Sudoku, ..)
- Linear Methods
- Priciples of Regularization
- Support Vector Machines
- Decision Trees
- Neural Networks
- Ensembles
- Gradient Boosted Decision Trees
- Hyperparameter Optimization
- Fighting Overfitting
- Error measures