Simons Institute Courses

Nearest Neighbor Methods I

Explore efficient algorithms for nearest neighbor search in high-dimensional spaces, focusing on locality-sensitive hashing and its applications in data science.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Sketching for Linear Algebra - Basics of Dimensionality Reduction and CountSketch II

Explore dimensionality reduction and CountSketch techniques in linear algebra, focusing on advanced applications and theoretical foundations for data science.

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

Impossibility Results for Distributed Computing I

Explore key impossibility results in distributed computing, focusing on fundamental limitations and theoretical challenges in the field.

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

Quantum Algorithms for Classification

Explore quantum algorithms for data classification, focusing on their potential to revolutionize machine learning and tackle complex computational challenges.

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

The Short-Path Algorithm for Combinatorial Optimization

Explore the Short-path Algorithm's applications in combinatorial optimization, focusing on quantum computation challenges and potential solutions.

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

Testing Physics with Small Quantum Computers

Explore cutting-edge applications of small quantum computers in physics testing, focusing on challenges and potential breakthroughs in quantum computation.

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

Analog Quantum Simulations - What We Have, What We Would Like to Have, and the...

Explore analog quantum simulations, current capabilities, future aspirations, and associated challenges in quantum computation with expert Jens Eisert from Freie Universität Berlin.

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

Simulating Chemistry on Realistic Quantum Computers

Explore quantum computing's potential in simulating molecular interactions and solving complex chemical problems, with insights on algorithms, error correction, and practical applications.

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

AI Aspirations and Advances

Explore the latest AI developments and future aspirations with Microsoft's Eric Horvitz, delving into theoretical and practical implications for technology and society.

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

Active Regression via Linear-Sample Sparsification

Explore innovative techniques for efficient active regression using linear-sample sparsification, enhancing real-time decision-making processes in computational challenges.

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

Towards Verification of General Neural Networks: A Dual Approach

Explore a dual approach for verifying general neural networks, focusing on mathematical and computational challenges in real-time decision making.

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

Mergeable Summaries and the Data Sketches Library

Explore mergeable summaries and the Data Sketches Library, focusing on mathematical and computational challenges in real-time decision making for big data analytics.

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

An Informational Perspective on Uncertainty in Control

Explore the mathematical challenges in real-time decision making, focusing on informational perspectives of uncertainty in control systems and their applications.

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

Exact Minimum Number of Bits to Stabilize a Linear System

Explore the mathematical foundations of stabilizing linear systems, focusing on the precise minimum number of bits required for effective control and decision-making in real-time scenarios.

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

Self-Programming Networks - Network Clock Synchronization, Event Playback and Real-Time Action

Explore network clock synchronization, event playback, and real-time action in self-programming networks, with insights on mathematical challenges in decision-making.

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