Artificial Intelligence

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Artificial Intelligence Prabhas Chongstitvatana Chulalongkorn University prabhas.c@chula.ac.th

AI : Past, Present, Future

Why AI is popular today?

Performance in "human task" Tagging Faces Search Music Personal assistance Play Go

Tiny computer for 5 dollars For 5 bucks, you get a 580 MHz CPU, 64MB of memory, and 16MB of storage. built-in Wi-Fi. Onion has a cloud-based feature called Onion Cloud that allows you to control the Omega2 via the web browser

based on Predicate logic Past Symbolic AI based on Predicate logic Physical Symbol Hypothesis Connectionist

Physical Symbol Hypothesis "A physical symbol system has the necessary and sufficient means for general intelligent action." — Allen Newell and Herbert A. Simon General Problem Solver

General Problem Solver

Means – Ends Analysis

SHDRLU

SHDRLU Here is a famous demonstration of SHRDLU: Person: Pick up a big red block. Computer: OK. Person: Grasp the pyramid. Computer: I DON'T UNDERSTAND WHICH PYRAMID YOU MEAN. Person (changing their mind): Find a block which is taller than the one you are holding and put it into the box. Computer: BY "IT", I ASSUME YOU MEAN THE BLOCK WHICH IS TALLER THAN THE ONE I AM HOLDING. Person: What does the box contain? Computer: THE BLUE PYRAMID AND THE BLUE BLOCK. Person: What is the pyramid supported by? Computer: THE BOX. Person: How many blocks are not in the box? Computer: FOUR OF THEM.

Example of logic system Cyc started in 1984 by Dough Lenat (ID3) encyclopedia + everyday knowledge (such as people will die) in June 2012 the knowledge base contains 239,000 concepts and 2,039,000 facts can be browsed on OpenCyc website

OpenCyc

Special Machines for Logic Systems Japan Fifth Generation Computer System Knowledge Information Processing systems" (applied Artificial Intelligence) 10 years project, start 1982, $400 millions Logic system

Artificial Neural Networks Deep learning Connectionist Artificial Neural Networks Deep learning

Artificial Neural Networks

Machine learning Machines with common sense

Generate Music with GA GenJam

machine learning in computer vision Alpha Go Present machine learning in computer vision Alpha Go

Object Recognition

Deep Learning

AlphaGo vs Lee Seidol, March 2016

Monte Carlo Tree search Alpha Go  "Mastering the game of Go with deep neural networks and tree search". Nature. 529 (7587): 484–489. Deep learning Monte Carlo Tree search

Team work

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