AI Snacks With Romy & Roby

08: What is Bayesian Method? Who is Gary Marcus and Why Won't Deep Learning Deliver Human-Like AI?


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In the latest episode of AI Snacks with Romy and Roby, Dr. Anastassia Lauterbach dives into the world of AI's capabilities, limitations, and the critical need for common sense knowledge. Explore the hype around large language models, the importance of Bayesian networks, and the realistic views presented in Gary Marcus' book "Rebooting AI." From discussing potential AI dangers to the applications of Bayesian methods in modern industries, this episode delves into the intersection of technology, ethics, and regulation. Plus, discover the fascinating world of Moomins and their creator's inspirations during wartime.


Key Topics Discussed:


  • Overhyped AI advancements and realistic views
  • Importance of common sense in AI development
  • Risks of AI misuse and the need for regulation
  • Advancements in Bayesian methods for AI tasks
  • Moomin characters' complexity and wartime inspirations


Timestamps:


03:07 Bayesian theorem parts and application.

10:40 Deep learning's power and limitations.

14:12 Andreessen Horowitz notes on AI companies.

17:58 Adversarial changes can confuse deep learning systems.

20:35 AI programs require fundamental and abstract knowledge.

23:41 Criminals and governments will misuse AI technology.

27:25 The current need for AI regulation.

32:12 Government support for AI research and development is crucial.

34:25 Moomin series plot and characters summarization.

42:23 Romy and Roby's goal is to bring joy and knowledge.


Resources Mentioned:


Bayes' theorem | Wikipedia

Gary Marcus | Website

Gary Marcus | X (formerly known as Twitter)

Moomin Collection | Amazon

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AI Snacks With Romy & RobyBy Dr. Anastassia Lauterbach