Cognitive Neuroscience for AI Developers (CNAID) 2022/2023 /CoursesID:3265
- Most recent entry on 2023-02-10
Keywords: neuroscience artificial intelligence cognition

Organisational Unit

Lehrstuhl für Maschinelles Lernen und Datenanalytik

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
Week 01 - Introduction to Cognitive Science
Dr. rer. nat. Patrick Krauß
2022-10-23
IdM-login / Studon
00:53:06
2
Week 02 - Introduction to Psychology
Dr. rer. nat. Patrick Krauß
2022-10-23
IdM-login / Studon
00:46:29
3
Week 03 - Brain Structure and Function
Dr. rer. nat. Patrick Krauß
2022-10-28
IdM-login / Studon
00:34:45
4
Week 04 - Neurons
Prof. Dr. Andreas Kist
2022-11-13
IdM-login / Studon
01:30:40
5
Week 05 - Neural Plasticity
Prof. Dr. Andreas Kist
2022-11-17
IdM-login / Studon
01:27:53
6
Week 06 - Neuroimaging
Dr. rer. nat. Patrick Krauß
2022-11-22
IdM-login / Studon
00:15:13
7
Week 07 - Methods
Prof. Dr. Andreas Kist
2022-12-06
IdM-login / Studon
01:14:34
8
Week 08a - Lesioning
Dr. rer. nat. Patrick Krauß
2022-12-13
IdM-login / Studon
00:15:53
9
Week 08b - Lateralization
Dr. rer. nat. Patrick Krauß
2022-12-13
IdM-login / Studon
00:14:49
10
Week 09a - Auditory System 1/2
Dr. rer. nat. Patrick Krauß
2022-12-13
IdM-login / Studon
00:15:17
11
Week 09b - Auditory System 2/2
Dr. rer. nat. Patrick Krauß
2022-12-13
IdM-login / Studon
00:14:08
12
Week 09c - Olfactory System
Dr. rer. nat. Patrick Krauß
2022-12-13
IdM-login / Studon
00:16:31
13
Week 10 - Sensing
Dr. rer. nat. Patrick Krauß
2023-01-15
IdM-login / Studon
01:31:59
14
Week 11 - Vision I
Dr. rer. nat. Patrick Krauß
2023-01-24
IdM-login / Studon
01:28:14
15
Q&A Session Methods
Dr. rer. nat. Patrick Krauß
2023-01-24
IdM-login / Studon
01:00:51
16
Q&A Session Methods
Prof. Dr. Andreas Kist
2023-01-24
IdM-login / Studon
00:43:03
17
Week 12 - Vision II
Prof. Dr. Andreas Kist
2023-02-02
IdM-login / Studon
01:30:16
18
Week 13 - Motor system
Prof. Dr. Andreas Kist
2023-02-02
IdM-login / Studon
01:26:56
19
Week 14 - Memory Systems
Dr. rer. nat. Patrick Krauß
2023-02-10
IdM-login / Studon
00:17:36
20
Week 14 - Free Will and Consciousness
Dr. rer. nat. Patrick Krauß
2023-02-10
IdM-login / Studon
00:23:54

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