University of the Philippines, Diliman

Department of Computer Science


CS 180: Introduction to Artificial Intelligence

History of Artificial Intelligence

Artificial Intelligence

Thinking vs Behavior
Human Model vs Ideal Model

History of Artificial Intelligence

Gestation Period (1943 - 1955)

Early neural networks
Turing test, machine learning, genetic algorithms, reinforcement learning

History of Artificial Intelligence

The Birth of AI (1956)

A two-month workshop at Dartmouth, headed by John McCarthy
AI as a separate field

History of Artificial Intelligence

Early Enthusiasm, Great Expectations (1952 - 1969)

General Problem Solver
Geometry Theorem Prover
Very bold predictions of the future of AI

History of Artificial Intelligence

Knowledge-Based Systems (1969 - 1979)

Expert Systems
DENDRAL and MYCIN

History of Artificial Intelligence

Return of ANNs (1986)

Backpropagation Algorithm

History of Artificial Intelligence

Emergence of Intelligent Agents (1995)

Complete agent architecture

History of Artificial Intelligence

Deep Learning Hype

Deep Convolutional Neural Networks (CNN)
Recurrent Neural Networks (RNN)
Long Short-Term Memory (LSTM)

Modern Artificial Intelligence

Human-level AI
Big Data