Cognitive Neuroscience for AI Developers (CNAID) 2021 /CourseID:2372

Detailed information

Keywords: neuroscience artificial intelligence cognition cognitive

Most recent entry on 2021-05-07 

Organisational Unit

Friedrich-Alexander-Universität Erlangen-Nürnberg

Recording type

Vorlesungsreihe

Language

English

Neuroscience has played a key role in the history of artificial intelligence (AI), and has been an inspiration for building human-like AI, i.e. to design AI systems that emulate human intelligence.
Neuroscience provides a vast number of methods to decipher the representational and computational principles of biological neural networks, which can in turn be used to understand artificial neural networks and help to solve the so called black box problem. This endeavour is called neuroscience 2.0 or machine behaviour. In addition, transferring design and processing principles from biology to computer science promises novel solutions for contemporary challenges in the field of machine learning. This research direction is called neuroscience-inspired artificial intelligence.
The course will cover the most important works which provide the cornerstone knowledge to understand the biological foundations of cognition and AI, and applications in the areas of AI-based modelling of brain function, neuroscience-inspired AI and reverse-engineering of artificial neural networks.

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Cognitive Neuroscience for AI Developers - Introduction to Cognitive Science
Prof. Dr. Andreas Maier
2021-05-01
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00:20:04
2
Cognitive Neuroscience for AI Developers - The Cognitive Approach - Mind as information processing
Prof. Dr. Andreas Maier
2021-05-01
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00:15:34
3
Cognitive Neuroscience for AI Developers - The Philosophical Approach to Cognitive Science
Prof. Dr. Andreas Maier
2021-05-01
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00:17:54
4
Cognitive Neuroscience for AI Developers - The Psychological Approach - Part 1
Prof. Dr. Andreas Maier
2021-05-02
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00:12:04
5
Cognitive Neuroscience for AI Developers - The Psychological Approach - Part 2
Prof. Dr. Andreas Maier
2021-05-02
IdM-login
00:15:50
6
Cognitive Neuroscience for AI Developers - The Psychological Approach - Part 3
Prof. Dr. Andreas Maier
2021-05-02
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00:19:20
7
Cognitive Neuroscience for AI Developers - Neurons and Glia
Prof. Dr. Andreas Maier
2021-05-04
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00:17:31
8
Cognitive Neuroscience for AI Developers - How a neurons spikes
Prof. Dr. Andreas Maier
2021-05-04
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00:15:43
9
Cognitive Neuroscience for AI Developers - Plasticity
Prof. Dr. Andreas Maier
2021-05-07
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00:14:31

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