Artificial Intelligence I

  • "Intelligence: The ability to learn and solve problems" [Webster's dictionary]
  • "Artificial Intelligence is the intelligence exhibited by machines or software" [Wikipedia]
  • "The science and engineering of making intelligent machines" [McCarthy]
  • "The study and design of intelligent agents, where an intelligent agent is a system that perceived its environment and takes actions that maximize its chances of success" [Russel and Norvig AI book]

LECTURER

Prof. Dr. techn. Wolfgang Nejdl
Professorinnen und Professoren

COURSE CONTENT

  • Introduction to Artificial Intelligence algorithms
  • Uniformed Searc
  • Informed Search
  • Constraint satisfaction problem
  • Adversarial Search
  • Expectimax search and utilities
  • Markov decision process
  • Introduction to probability theory and Bayes Nets
    • Representation
    • Inference
    • Independence
    • Sampling 

SCHEDULE AND OTHER INFORMATION

Lecture: Wednesdays 12:15 - 13:45, weekly – online

Tutorials: Mondays 12:00 - 13:30, weekly – online

ECTS : 5

LITERATURE

Artificial Intelligence: A Modern Approach (4th Edition) by Stuart Russell and Peter Norvig.

The lecture notes and exercises are based on the following course:

EXAM

  • The exam will take place on 02-08-2021 at 15:00 (State at 27.05.2021. Please compare with StudIP)
  • The exam duration is 90 minutes.
  • The only allowed aid is a one-sided sheet of paper with handwritten notes.

Lecture notes

2021-04-14 

Introduction 

2021-04-21 

Uniformed search 

2021-04-28 

Informed Search 

2021-05-05 

CSPs I 

2021-05-12 

CSPs II 

2021-05-19 

Adversarial search 

2021-06-02 

Expectimax search and utilities 

2021-06-09 

MDPs I 

2021-06-16 

MDPs II 

2021-06-23 

Probability + BNs: Intro 

2021-06-30 

BNs: Representation 

2021-07-07 

BNs: Inference 

2021-07-14 

BNs: Independence 

2021-07-21 

BNs: Sampling 

Exercises

2021-04-19 

Exercise 1 

2021-04-26 

Exercise 2 

2021-05-03 

Exercise 3 

2021-05-10 

Exercise 4 

2021-05-17 

Exercise 5 

2021-05-31 

Exercise 6 

2021-06-07 

Exercise 7 

2021-06-14 

Exercise 8 

2021-06-21 

Exercise 9 

2021-06-28 

Exercise 10 

2021-07-05 

Exercise 11 

2021-07-12 

Exercise 12 

2021-07-19 

Exercise 13 

Projects

Start: 2021-05-03 

End: 2021-06-07  4:00:00 PM 

Project 1 

Start: 2021-06-07 

End: 2021-07-12  4:00:00 PM 

Project 2