Introduction to AI and Autonomous Systems
2,5 ECTS
Date: 27-29 April, 25 May (Online 13-16)
Place: Linköping (April 27-29)
Venue: Linköping University, Room John von Neumann in B-house
Teaching Methods: Lectures and seminars
Examination: Paper
Field Trip: N/A
Course Coodinator(s): Fredrik Heintz, Linköping University
Please register before April 19!
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Introductory course in artificial intelligence for students with a non-technical background. The focus is on introducing the main concepts, techniques and methods.
The aim of the course is to introduce concepts and applications of artificial intelligence (AI). The focus is on developing intelligent agent systems that can decide what to do and then do it. This requires techniques for problem solving, knowledge representation and reasoning, learning, communication, perceiving and acting.
After the course, the student will:
• be able to explain and discuss artificial intelligence concepts
• have a theoretical understanding of different techniques and methods
• have a hands-on experience with some of the techniques and methods
Preliminary Schedule
Wednesday 27/4
10.30 – 12.00 Lecture 1: AI & Autonomous systems
12.00 – 13.00 Lunch
13.00 – 14.00 Discussion 1: AI and Aut. Systems
14.00 – 14.15 Break
14.15 – 15.00 Lecture 2: Reasoning and Search
15.00 – 15.15 Break
15.15 – 17.00 Lab 1: AI Agent (and search)
Thursday 28/4
09.00 – 10.00 Lecture 3: Machine Learning and Optimization
10.00 – 10.15 Break
10.15 – 12.00 Lab 2: Machine Learning
12.00 – 13.00 Lunch
13.00 – 14.00 Lecture 4: Deep learning
14.00 – 14.15 Break
14.15 – 15.00 Lecture 5: How do AI researchers work?
15.00 – 15.15 Break
15.15 – 17.00 Lab 3: Deep learning
Friday 29/4
09.00 – 10.00 Lecture 6: Reinforcement learning
10.00 – 10.15 Break
10.15 – 12.00 Lab 4: Reinforcement learning
12.00 – 13.00 Lunch
13.00 – 14.00 Lecture 7: Multi-agent Systems
14.00 – 14.15 Break
14.15 – 15.00 Q&A and Conclusions
Registration
Register via the form below to attend the course.