Cognitive Neuroscience for AI Developers (CNAID) 2021/2022 /CoursesID:2582
- Most recent entry on 2022-02-07
Keywords: neuroscience artificial intelligence cognition

Organisational Unit

Lehrstuhl für Informatik 5 (Mustererkennung)

Recording type

Vorlesungsreihe

Via

IdM-login / Studon

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
Lecture 01 - Introduction to Cognitive Science
Dr. rer. nat. Patrick Krauß
2021-10-20
IdM-login / Studon
00:20:04
2
Lecture 02 – The Cognitive Approach – Mind as information processing
Dr. rer. nat. Patrick Krauß
2021-10-20
IdM-login / Studon
00:15:34
3
Lecture 03 – The Philosophical Approach
Dr. rer. nat. Patrick Krauß
2021-10-20
IdM-login / Studon
00:17:54
4
Lecture 04 – The Psychological Approach I
Dr. rer. nat. Patrick Krauß
2021-10-25
IdM-login / Studon
00:12:04
5
Lecture 05 – The Psychological Approach II
Dr. rer. nat. Patrick Krauß
2021-10-25
IdM-login / Studon
00:15:50
6
Lecture 06 – The Psychological Approach III
Dr. rer. nat. Patrick Krauß
2021-10-25
IdM-login / Studon
00:19:20
7
Lecture 07 – Structure and Function of the Nervous System - Neurons and Glia
Prof. Dr. Andreas Kist
2021-11-02
IdM-login / Studon
00:17:31
8
Lecture 08 – Structure and Function of the Nervous System - How a neuron spikes
Prof. Dr. Andreas Kist
2021-11-02
IdM-login / Studon
00:15:43
9
Lecture 09 – Structure and Function of the Nervous System - Neural Plasticity
Prof. Dr. Andreas Kist
2021-11-02
IdM-login / Studon
00:14:31
10
Lecture 10 – Structure and Function of the Nervous System - Brain Structure and Function
Dr. rer. nat. Patrick Krauß
2021-11-08
IdM-login / Studon
00:14:40
11
Lecture 11 – Structure and Function of the Nervous System - Cerebral Cortex
Dr. rer. nat. Patrick Krauß
2021-11-15
IdM-login / Studon
00:20:15
12
Lecture 12 – Structure and Function of the Nervous System - Development of the Nervous System
Prof. Dr. Andreas Kist
2021-11-15
IdM-login / Studon
00:20:51
13
Lecture 13 – Methods of Cognitive Neuroscience - EEG, MEG, iEEG, ECoG, animal cortical recordings
Prof. Dr. Andreas Kist
2021-11-22
IdM-login / Studon
00:16:37
14
Lecture 14 – Methods of Cognitive Neuroscience - Calcium and Voltage imaging
Prof. Dr. Andreas Kist
2021-11-22
IdM-login / Studon
00:18:36
15
Lecture 15 – Methods of Cognitive Neuroscience - Imaging
Dr. rer. nat. Patrick Krauß
2021-11-29
IdM-login / Studon
00:15:07
16
Lecture 16 – Methods of Cognitive Neuroscience - Methods for AI
Prof. Dr. Andreas Kist
2021-11-29
IdM-login / Studon
00:18:53
17
Lecture 17 – Methods of Cognitive Neuroscience - Lesioning
Dr. rer. nat. Patrick Krauß
2021-12-06
IdM-login / Studon
00:15:47
18
Lecture 18 – Lateralization of Brain Function
Dr. rer. nat. Patrick Krauß
2021-12-06
IdM-login / Studon
00:14:43
19
Lecture 19 – Sensation and Perception - Auditory System I
Dr. rer. nat. Patrick Krauß
2021-12-13
IdM-login / Studon
00:15:11
20
Lecture 20 – Sensation and Perception - Auditory System II
Dr. rer. nat. Patrick Krauß
2021-12-13
IdM-login / Studon
00:14:02
21
Lecture 21 – Sensation and Perception - Olfactory System
Dr. rer. nat. Patrick Krauß
2021-12-20
IdM-login / Studon
00:16:25
22
Lecture 22 – Sensation and Perception - Gustatory System
Prof. Dr. Andreas Kist
2021-12-20
IdM-login / Studon
00:10:44
23
Lecture 23 – Sensation and Perception - Somatosensory System
Prof. Dr. Andreas Kist
2021-12-22
IdM-login / Studon
00:14:13
24
Lecture 24 – Sensation and Perception - Pain
Prof. Dr. Andreas Kist
2022-01-10
IdM-login / Studon
00:14:24
25
Lecture 25 – Sensation and Perception - Vision I
Prof. Dr. Andreas Kist
2022-01-10
IdM-login / Studon
00:17:45
26
Lecture 26 – Sensation and Perception - Vision II
Prof. Dr. Andreas Kist
2022-01-18
IdM-login / Studon
00:13:40
27
Lecture 27 – Sensation and Perception - Vision III
Prof. Dr. Andreas Kist
2022-01-18
IdM-login / Studon
00:19:54
28
Lecture 28 – Motor system
Prof. Dr. Andreas Kist
2022-01-24
IdM-login / Studon
00:20:51
29
Lecture 29 – Memory
Dr. rer. nat. Patrick Krauß
2022-01-24
IdM-login / Studon
00:17:30
30
Lecture 30 - Language
Prof. Dr. Andreas Kist
2022-01-24
IdM-login / Studon
00:22:50
31
Lecture 31 - Free Will and Consciousness
Dr. rer. nat. Patrick Krauß
2022-02-07
IdM-login / Studon
00:23:48

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