Institute for Pure & Applied Mathematics (IPAM) Courses

Dynamics of Brain's Deep Network

Uncover insights into brain's deep network processing of visual information, exploring biophysical principles and emergent theories through cutting-edge neurotechnology and experimental observations.

• YouTube
• 1 hour
• On-Demand
• Free Video

Interpretability for Deep Learning: Theory, Applications and Scientific Insights

Dive into deep learning interpretability, exploring methods to enhance transparency, safety, and trustworthiness in AI deployment while uncovering scientific insights in various domains.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Surprising Phenomena of Max-LP-Margin Classifiers in High Dimensions

Delve into surprising phenomena of max-lp-margin classifiers in high dimensions, exploring optimal rates, adaptivity, and performance in noisy observations for machine learning theory enthusiasts.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Generative AI Models Through the Lens of Dense Associative Memory

Explore Dense Associative Memories and their relationship to transformers and diffusion models. Gain insights into energy-based modeling and the memorization-generalization transition in AI.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

The Wisdom of Crowds: Diverse Intelligences and Collective Predictions and Classifications

Explore diverse intelligences and collective predictions in this talk on wisdom of crowds, covering key theorems and evolutionary models linking institutional structures to diversity and accuracy.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Basic Models of Animal Cognition - Part 2

Explore diverse cognitive strategies in animals for problem-solving, from navigation to social relationships. Learn scientific methods for measuring animal intelligence in various settings.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Computational Models of Human Cognition - Part 2

Explore advanced computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition and intelligence.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Neural Mechanisms of Intelligence - Part 2 of 3

Explore neural mechanisms of intelligence in animals, uncovering algorithms behind cognitive processes. Gain insights into measuring and understanding non-linguistic forms of intelligence.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Basic Models of Animal Cognition - Part 1

Explore animal cognition across species, examining problem-solving strategies and scientific methods for measuring intelligence in diverse environments.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Reinforcement Learning and Architectures of Intelligence - Part 1

Explore reinforcement learning and intelligence architectures with Microsoft Research's Ida Momennejad in this comprehensive tutorial from IPAM's Mathematics of Intelligences series.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Computational Models of Human Cognition - Part 1

Explore computational methods in cognitive science, covering perception, memory, language, and reasoning. Gain insights into modeling human cognition through advanced techniques.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Neural Mechanisms of Intelligence - Part 1

Explore neural mechanisms of intelligence in animals, uncovering algorithms behind cognitive processes. Gain insights into measuring and understanding non-linguistic forms of intelligence.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Reinforcement Learning and Architectures of Intelligence - Part 3

Explore advanced reinforcement learning concepts and intelligence architectures with Microsoft Research's Ida Momennejad in this in-depth tutorial from IPAM's Mathematics of Intelligences series.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

Basic Models of Animal Cognition - Part 3

Explore diverse cognitive strategies in animals for problem-solving, from navigation to social relationships. Learn scientific methods for measuring animal cognition in field and lab settings.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Neural Mechanisms of Intelligence - Part 3

Explore neural mechanisms of intelligence in animals, uncovering algorithms behind cognitive processes. Gain insights into measuring and understanding non-linguistic forms of intelligence.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video