Cognitive Neuroscience for AI Developers (CNAID) 2021 /CoursesID:2372
- Most recent entry on 2021-07-19
Keywords: neuroscience artificial intelligence cognition cognitive

Organisational Unit

Lehrstuhl für Informatik 5 (Mustererkennung)

Recording type

Vorlesungsreihe

Language

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
IdM-login
00:20:04
2
Cognitive Neuroscience for AI Developers - The Cognitive Approach - Mind as information processing
Prof. Dr. Andreas Maier
2021-05-01
IdM-login
00:15:34
3
Cognitive Neuroscience for AI Developers - The Philosophical Approach to Cognitive Science
Prof. Dr. Andreas Maier
2021-05-01
IdM-login
00:17:54
4
Cognitive Neuroscience for AI Developers - The Psychological Approach - Part 1
Prof. Dr. Andreas Maier
2021-05-02
IdM-login
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
IdM-login
00:19:20
7
Cognitive Neuroscience for AI Developers - Neurons and Glia
Prof. Dr. Andreas Maier
2021-05-04
IdM-login
00:17:31
8
Cognitive Neuroscience for AI Developers - How a neurons spikes
Prof. Dr. Andreas Maier
2021-05-04
IdM-login
00:15:43
9
Cognitive Neuroscience for AI Developers - Plasticity
Prof. Dr. Andreas Maier
2021-05-07
IdM-login
00:14:31
10
Cognitive Neuroscience for AI Developers - The Brain's Structure and Functional Systems
Prof. Dr. Andreas Maier
2021-05-25
IdM-login
00:14:40
11
Cognitive Neuroscience for AI Developers - The Cerebral Cortex
Prof. Dr. Andreas Maier
2021-05-30
IdM-login
00:20:15
12
Cognitive Neuroscience for AI Developers - Development of the Nervous System
Prof. Dr. Andreas Kist
2021-05-31
IdM-login
00:20:51
13
Cognitive Neuroscience for AI Developers - Electrophysiology
Prof. Dr. Andreas Kist
2021-05-31
IdM-login
00:16:37
14
Cognitive Neuroscience for AI Developers - Calcium and Voltage Imaging
Prof. Dr. Andreas Kist
2021-05-31
IdM-login
00:18:36
15
Cognitive Neuroscience for AI Developers - MRI, PET, CT imaging
Prof. Dr. Andreas Maier
2021-06-01
IdM-login
00:15:07
16
Cognitive Neuroscience for AI Developers - Methods for AI, AI for methods
Prof. Dr. Andreas Kist
2021-06-08
IdM-login
00:18:53
17
Cognitive Neuroscience for AI Developers - Lesion studies
Prof. Dr. Andreas Maier
2021-06-26
IdM-login
00:15:47
18
Cognitive Neuroscience for AI Developers - Lateralization of Brain Function
Prof. Dr. Andreas Maier
2021-06-27
IdM-login
00:14:43
19
Cognitive Neuroscience for AI Developers - Auditory System 1
Prof. Dr. Andreas Maier
2021-06-27
IdM-login
00:15:11
20
Cognitive Neuroscience for AI Developers - Auditory System 2
Prof. Dr. Andreas Maier
2021-07-01
IdM-login
00:14:02
21
Cognitive Neuroscience for AI Developers - Olfactory System
Prof. Dr. Andreas Maier
2021-07-07
IdM-login
00:16:25
22
Cognitive Neuroscience for AI Developers - Gustation
Prof. Dr. Andreas Kist
2021-07-08
IdM-login
00:10:44
23
Cognitive Neuroscience for AI Developers - Somatosensation
Prof. Dr. Andreas Kist
2021-07-08
IdM-login
00:14:13
24
Cognitive Neuroscience for AI Developers - Pain
Prof. Dr. Andreas Kist
2021-07-08
IdM-login
00:14:24
25
Cognitive Neuroscience for AI Developers - Vision I
Prof. Dr. Andreas Kist
2021-07-08
IdM-login
00:17:45
26
Cognitive Neuroscience for AI Developers - Vision II
Prof. Dr. Andreas Kist
2021-07-08
IdM-login
00:13:40
27
Cognitive Neuroscience for AI Developers - Vision III
Prof. Dr. Andreas Kist
2021-07-14
IdM-login
00:19:54
28
Cognitive Neuroscience for AI Developers - Motor System
Prof. Dr. Andreas Kist
2021-07-15
IdM-login
00:20:51
29
Cognitive Neuroscience for AI Developers - Memory
Prof. Dr. Andreas Maier
2021-07-15
IdM-login
00:17:30
30
Cognitive Neuroscience for AI Developers - Language
Prof. Dr. Andreas Kist
2021-07-16
IdM-login
00:22:50
31
Cognitive Neuroscience for AI Developers - Free Will and Consciousness
Prof. Dr. Andreas Maier
2021-07-19
IdM-login
00:23:48

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