The Foundations of Statistical Learning
Pantelis Monogioudis
The supervised learning problem statement.
We will cover the agent-environment interface, the rational, learning agent architectures and a practical example of a robotic agent.
Ultimately AI will be a cloud of reasoning systems.
We will cover the value of information, the entropy of a probability distribution and the cross-entropy between two probability distributions.
We provide a historical perspective on AI development and the role of rules in mission-critical systems.
