Simons Institute Courses

Every Optimization Problem Is a Quadratic Program

Explore how diverse optimization problems can be reframed as quadratic programs, offering insights into reinforcement learning theory and practical applications.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Control Fundamentals

Explore key principles and applications of control theory in reinforcement learning, focusing on fundamental concepts and their practical implications.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Statistical Physics and Computation in High Dimension

Explore probability, geometry, and computation in high dimensions through statistical physics, focusing on key concepts and applications in complex systems analysis.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Sketching High-Dimensional Data

Explore techniques for efficiently summarizing and analyzing large datasets in high-dimensional spaces, focusing on probability, geometry, and computational methods.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Sperm Whale Communication - What We Know So Far - Understanding Whale Communication: First Steps

Explore the latest discoveries in sperm whale communication, combining insights from machine learning, signal processing, and marine biology to decode and understand these fascinating underwater conversations.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Project CETI Next Steps - Industrial-Scale Whale Bioacoustic Data Collection and Analysis

Exploring industrial-scale whale bioacoustic data collection and analysis for decoding sperm whale communication, leveraging machine learning and interdisciplinary expertise to understand and protect marine life.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Improved Bounds for the Sunflower Lemma

Explore recent progress on the sunflower conjecture, examining structure vs pseudo-randomness and connections to DNF simplification under random restrictions.

• YouTube
• 1 hour 50 minutes
• Self-Paced
• Free Video

Quantum Random Walks

Explore quantum random walks and their applications in algorithms, complexity, and cryptography, with insights from expert Andras Gilyen.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Quantum Computing With Stabilized Cat Qubits

Explore stabilized cat qubits in quantum computing, focusing on simulation, supremacy, and optimization techniques for advanced quantum devices.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

Classical Algorithms for Quantum Mean Values

Explore classical algorithms for quantum mean values, covering VQE limitations, runtime analysis, and applications to MAX 3-CUT and QAOA problems in quantum optimization.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Quantum Cryptography - Beyond QKD

Explore advanced quantum cryptography concepts beyond Quantum Key Distribution, delving into lattice-based algorithms and their applications in complex cryptographic systems.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Quantum Money Based on Lattices

Explore the concept of quantum money and its foundation in lattice-based cryptography with MIT expert Peter Shor in this advanced theoretical computer science lecture.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Lattices and Quantum

Explore the intersection of lattice-based cryptography and quantum computing with expert Zvika Brakerski, delving into cutting-edge research and potential implications for future security systems.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Power and Limitations of the QAOA

Explore the capabilities and constraints of the Quantum Approximate Optimization Algorithm (QAOA) in solving complex computational problems.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

The Quantum Approximate Optimization Algorithm - Recent Results

Explore recent advancements in quantum optimization techniques, focusing on the Quantum Approximate Optimization Algorithm and its applications in solving complex computational problems.

• YouTube
• 33 minutes
• Self-Paced
• Free Video