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725: Neuroscience + Machine Learning, with Google DeepMind's Dr. Kim Stachenfeld

725: Neuroscience + Machine Learning, with Google DeepMind's Dr. Kim Stachenfeld

FromSuper Data Science: ML & AI Podcast with Jon Krohn


725: Neuroscience + Machine Learning, with Google DeepMind's Dr. Kim Stachenfeld

FromSuper Data Science: ML & AI Podcast with Jon Krohn

ratings:
Length:
119 minutes
Released:
Oct 24, 2023
Format:
Podcast episode

Description

Dr. Kim Stachenfeld, Research Scientist at Google DeepMind and Affiliate Professor at Columbia University, delves into the realms of AI and neuroscience as she discusses computer-based simulations of the human brain, the efficiency of language in compression, and the neuroscience theories shaping the future of artificial intelligence. Discover the secrets behind memory formation, cognitive enhancement, and the potential of Artificial General Intelligence (AGI) in this thought-provoking episode.

This episode is brought to you by Gurobi (https://gurobi.com/sds), the Decision Intelligence Leader, and by ODSC (https://odsc.com), the Open Data Science Conference. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.

In this episode you will learn:
• The importance of simulations in the context of human intelligence [05:44]
• The basic approach to simulating human intelligence or physical systems [09:30]
• Will simulations help us realize AGI? [37:21]
• The cross-disciplinary potential of LLMs [40:20]
• The special role of our brain’s hippocampus in memory formation [1:05:15]
• Kim's research on reinforcement learning and neural representation [1:15:02]
• Compression in representation learning [1:38:51]
• What skills should an aspiring computational neuroscientist hone [1:50:30]

Additional materials: www.superdatascience.com/725
Released:
Oct 24, 2023
Format:
Podcast episode

Titles in the series (61)

The Super Data Science podcast with Jon Krohn brings you the latest and most important machine learning, artificial intelligence, and broader data-world topics from across both academia and industry. As the quantity of data on our planet doubles every couple of years and this trend is set to continue for decades to come, there's an unprecedented opportunity for you to make an enormous impact in your lifetime. Whether you're curious about getting started in a data career or you're a deep technical expert, whether you'd like to understand what A.I. is or you'd like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy. We cover tools, techniques, and implementation tricks across data collection, databases, analytics, predictive modeling, visualization, software engineering, real-world applications, and commercialization − everything you need to crush it with data science.