Institute for Pure & Applied Mathematics (IPAM) Courses

Learning Control from Minimal Prior Knowledge

Explore neural reinforcement learning for autonomous control, focusing on data-efficient off-policy learning and effective exploration techniques for complex tasks in simulation and reality.

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

Deep Learning of Dynamical Systems for Mechanistic Insight and Prediction in Psychiatry

Explore deep learning techniques for analyzing dynamical systems in psychiatry, uncovering mechanisms, and predicting outcomes using neural and behavioral data from various sources.

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

Deep Learning and Shape Modelling for Medical Image Reconstruction, Segmentation and Analysis

Explores deep learning techniques for MR image processing, incorporating anatomical shape information as prior knowledge to enhance reconstruction, super-resolution, and segmentation in medical imaging applications.

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

Flexible Machine Learning Approaches for Computer-Assisted Surgery

Explores innovative machine learning strategies for enhancing surgical workflows, focusing on patient-specific decision support tools and integration of AI in complex clinical environments.

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

MR Image Acquisition and Reconstruction in the Era of Deep Learning

Explore advancements in MR imaging through deep learning, optimization, and computing. Learn about faster, user-friendly techniques and new information extraction methods in medical imaging.

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

Quantifying the Topology of Coma

Explore a novel graph distance measure based on non-backtracking cycles, its relation to network features, and its application in distinguishing brain networks of healthy and comatose patients.

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

Deep Learning for Anomaly Detection - Expanding Our Marker Vocabulary

Explore deep learning techniques for anomaly detection in medical imaging, expanding marker vocabulary to enhance diagnostic capabilities and improve patient outcomes.

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

Population Genetics in the Human Microbiome

Explore microbiome evolution, ecological processes, and rapid adaptation in human-associated bacteria. Gain insights into population genetics and emerging research opportunities in this field.

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

On Ulam's Problem 19 and Related Problems - IPAM at UCLA

Explore uniqueness problems related to Ulam's Problem 19 from the Scottish book, presented by Dima Ryabogin at IPAM's Calculus of Variations workshop.

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

Quantitative Stability in Geometric and Functional Inequalities - IPAM at UCLA

Explore geometric and functional inequalities in analysis and geometry, focusing on their validity and minimizer structures. Gain insights into recent developments in this fascinating field.

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

On a Conjectural Symmetric Version of the Ehrhard Inequality

Explores a conjectural symmetric version of Ehrhard's inequality for Gaussian measures, discussing minimizers, equality cases, and connections to Brascamp-Leib inequality on convex sets.

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

Size of Line Intersections in High Dimensional L_p-Balls and Product Measures

Explore high-dimensional geometry with Bo'az Klartag as he discusses line intersections in L_p-balls and product measures, examining the isodiametric inequality and its implications.

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

Practical Quantum Circuits for Block Encodings of Sparse Matrices

Explore efficient quantum circuits for block encodings of sparse matrices, focusing on strategies for well-structured matrices and quantum walks on graphs. Gain insights into quantum linear algebra algorithms.

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

Seth Lloyd - Quantum Polar Decomposition - IPAM at UCLA

Explore quantum polar decomposition algorithm, its applications in unitary operations, Hermitian matrix measurements, and potential uses in quantum numerical linear algebra.

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

New Results in Quantum Linear Algebra - IPAM at UCLA

Explore cutting-edge advancements in quantum linear algebra, including optimized circuit constructions and their applications in numerical computations and algorithms.

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