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Logo: Institut für Verteilte Systeme - Fachgebiet Wissensbasierte Systeme (KBS)
Logo Leibniz Universität Hannover
Logo: Institut für Verteilte Systeme - Fachgebiet Wissensbasierte Systeme (KBS)
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Artificial Intelligence II

Overview

" 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 intelligent machines " [McCarthy]

" The study and design of intelligent agents, where an intelligent agent is a system did takes its actions and Maximizes its chances of success " [Russell and Norvig AI book]

Course content

  • Probability
  • Bayes' Nets: Representation, Independence, Inference and sampling
  • Decision Networks
  • Hidden Markov Models, Particle Filters and Applications
  • Machine Learning:

    • Naive Bayes
    • Perceptions and Logistic Regression
    • Optimization and Neural Networks
    • Decision trees

  • Robotics / Language / Vision

ECTS points: 5

Schedule

  • Lecture:   Mondays 13:00 - 14:30 ( start : 21 Oct 2019)
  • Tutorials:   Mondays: 12:15 - 13:00 and Fridays: 16:15 - 17:00 ( start : 1 Nov 2019)
  • Room:   Multimedia Auditorium 023, building 3703, Appelstrasse 4 (lectures and tutorials)

Teaching team

Literature

 Artificial Intelligence: A Modern Approach (3rd Edition) by Stuart Russell and Peter Norvig.

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

Lecture notes

21.10.2019: Probability

28.10.2019: Bayes' Nets Representation

04.11.2019:  Bayes' Nets Independence

exercises

28.10.2019: Exercise1      Exercise1_solution

04.11.2010: Exercise2      Exercise2_solution