Institute for Advanced Study Courses

PAC-Bayesian Approaches to Understanding Generalization in Deep Learning - Gintare Dziugaite

Explore PAC-Bayesian approaches to deep learning generalization in a short workshop by Gintare Dziugaite from the Institute for Advanced Study.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Is Optimization the Right Language to Understand Deep Learning? - Sanjeev Arora

Explore deep learning optimization with Sanjeev Arora, a Distinguished Visiting Professor at Princeton University, in this less than 1-hour workshop from the Institute for Advanced Study.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Tightening Information-Theoretic Generalization Bounds with Data-Dependent Estimates with an Application to SGLD - Daniel Roy

Explore information-theoretic generalization bounds in deep learning with Daniel Roy from the University of Toronto, in a short workshop offered by the Institute for Advanced Study.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course

Fixing GAN Optimization Through Competitive Gradient Descent - Anima Anandkumar

Explore GAN optimization and competitive gradient descent in a short workshop by Anima Anandkumar from Caltech, offered by the Institute for Advanced Study.

• YouTube
• 35 minutes
• On-Demand
• Free Online Course

Emergent Linguistic Structure in Deep Contextual Neural Word Representations - Chris Manning

Explore emergent linguistic structures in neural word representations with Stanford's Chris Manning in this under 1-hour workshop offered by the Institute for Advanced Study.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Entanglement Wedge Reconstruction and the Information Paradox - Geoff Penington

Explore the Information Paradox, Evaporating Black Holes, and Entanglement Wedge Reconstruction with Geoff Penington at the Institute for Advanced Study. Expect 1-2 hours of material.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Cosmic Collisions – Progress in Gravitational-Wave Astronomy

Explore gravitational-wave astronomy with Patrick Brady from the University of Wisconsin-Milwaukee, offered by the Institute for Advanced Study. Learn about cosmic collisions, black hole mergers, and future observations.

• YouTube
• 53 minutes
• On-Demand
• Free Online Course

History of Science Lecture - Adelheid Voskuhl

Explore the history of science with Adelheid Voskuhl from the Institute for Advanced Study. Dive into topics like communism, industrial revolution, and modern Europe in under an hour.

• YouTube
• 55 minutes
• On-Demand
• Free Online Course

Proof and Circuit Complexity - Robert Robere

Explore proof and circuit complexity with Robert Robere from the Institute for Advanced Study. Learn about Boolean circuits, slice functions, and more in under an hour.

• YouTube
• 24 minutes
• On-Demand
• Free Online Course

Design Principles of Physiological Circuits and Their Aging Process - Uri Alon

Explore the design principles of physiological circuits and their aging process in this under 1-hour material from the Institute for Advanced Study. Dive into topics like lifespan, senescence, and antiaging interventions.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Epigenetics of Human Health and Disease - Shelly Berger

Explore the intersection of physics and biology with Shelly Berger's study on Epigenetics of Human Health and Disease. Offered by the Institute for Advanced Study, it requires 1-2 hours of study.

• YouTube
• 1 hour 31 minutes
• On-Demand
• Free Online Course

Leading Order Corrections to the Quantum Extremal Surface Prescription - Geoff Penington

Explore quantum extremal surface prescription and its corrections with Geoff Penington from the Institute for Advanced Study. Expect 1-2 hours of material on paradoxes, black holes, and more.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Online Course

Representations of P-Adic Groups for Non-Experts - Jessica Fintzen

Explore p-adic groups with Jessica Fintzen from the Institute for Advanced Study. This short talk covers construction of supercuspidal representations and more.

• YouTube
• 20 minutes
• On-Demand
• Free Online Course

An Asymptotic Version of the Prime Power Conjecture for Perfect Difference Sets - Sarah Peluse

Explore the asymptotic version of the prime power conjecture for perfect difference sets with Sarah Peluse from the Institute for Advanced Study. Expect a 1-2 hour workload.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Partition Functions of the Tensionless String - Lorenz Eberhardt

Explore high energy theory with Lorenz Eberhardt from the Institute for Advanced Study. Dive into partition functions of tensionless strings in a 1-2 hour seminar.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Online Course