Institute for Pure & Applied Mathematics (IPAM) Courses

More is Different - Non-Scalability of Approximation in Modeling Noncovalent Interaction

3 reviews

Exploring the limitations of common approximations in modeling non-covalent interactions at the nanoscale, revealing complex scaling behaviors and the need for advanced quantum-mechanical methods.

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

Electronic Structure Theory via Classical and Quantum Computation - IPAM at UCLA

1 review

Explore electronic structure theory through classical and quantum computation, focusing on innovative techniques for modeling molecular systems and their potential applications.

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

Catalysis - Automated Multiscale Modeling and Active Exploration of Chemical Space

1 review

Revolutionizing catalysis through automated multiscale modeling and active exploration of chemical space, accelerating material discovery and optimizing processes from first principles to reactor scale.

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

Learning Theory and Computational Microscopy - IPAM at UCLA

1 review

Explore learning theory applications in computational microscopy, focusing on advanced techniques for image analysis and reconstruction in scientific research.

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

Methods for Scalable Probabilistic Inference - IPAM at UCLA

1 review

Explore scalable probabilistic inference methods for astrophysics, focusing on Gaussian Processes for time series analysis and open-source tools to accelerate Bayesian inference with large datasets.

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

Bridging the Gap Between Safety and Real-Time Performance for Autonomous Vehicle Control

1 review

Explores a novel trajectory planning method for autonomous vehicles, balancing safety and real-time performance through offline computations and runtime optimization to ensure persistent feasibility.

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

Quantum Walk, Efficient Implementation, and Potential Application - IPAM at UCLA

1 review

Explore quantum walk algorithms, efficient implementations, and potential applications in scientific computation with insights on quantum circuit design for various graph types.

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

The Future of AI

1 review

Explore Sutton's vision for AI's future: experience-based learning, decentralized cooperation, and AI as the universe's next evolutionary step in this thought-provoking keynote.

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

AI in Engineering Education

1 review

Discover how artificial intelligence is transforming engineering education through insights from USC's Yannis Yortsos at this IPAM keynote presentation.

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

Neural Cross-Frequency Coupling - Delta-Alpha, Resting State, Anesthesia, Sleep

1 review

Explore neural cross-frequency coupling functions, focusing on delta-alpha interactions in resting state, anesthesia, and sleep. Discover how Bayesian inference reveals functional mechanisms of brainwave oscillations.

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

Scaling Up from Individual to Collective Cognition

1 review

Explore how individual cognition scales to collective intelligence in animal groups, examining navigation, decision-making, and behavioral traditions through advanced biologging and sensing technologies.

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

Understanding Quantum Machine Learning Also Requires Rethinking Generalization

Explores challenges in understanding generalization in quantum machine learning, revealing limitations of traditional approaches and the need for new paradigms in model design and evaluation.

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

Exponential Separations Between Classical and Quantum Learners - IPAM at UCLA

Explore exponential advantages of quantum learning algorithms over classical ones, including new results from complex quantum systems and restricted quantum capabilities in training stages.

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

Quantum Statistical Query Learning II of II - IPAM at UCLA

Explores quantum statistical query learning, comparing it to quantum PAC models. Discusses lower bounds, separation results, and potential applications in quantum learning theory.

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

Quantum Statistical Query Learning I of II - IPAM at UCLA

Explore quantum statistical query learning, its comparison to quantum PAC models, and key results in function learning and measurement types. Gain insights into QSQ lower bounds and proof strategies.

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