Semidefinite Programming Courses and Certifications

Squid: Schools for Quantum Information Development

An SU(2)-symmetric Semidefinite Programming Hierarchy for Quantum Max Cut

Explore advanced quantum physics through SU(2)-symmetric semidefinite programming hierarchies, focusing on Quantum Max Cut problem and its applications in approximating extremal energy states of local Hamiltonians.

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

École normale supérieure

Approximation Algorithms Part II

46 ratings at Coursera

Explore advanced approximation algorithms using linear programming duality and semidefinite programming for combinatorial optimization problems like Steiner forest, facility location, and maximum cut.

• Coursera
• 1 day 11 hours 30 minutes
• On-Demand
• Paid Course

Convex Optimization I - 2023

Master convex optimization fundamentals and applications across engineering, finance, and machine learning through Stanford's comprehensive mathematical framework and solution techniques.

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

QuICS

Quantum Machine Learning Workshop 2018

Explore cutting-edge quantum machine learning algorithms, optimization techniques, and applications through expert presentations on quantum-enhanced AI and computational methods.

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

Hausdorff Center for Mathematics

Combinatorial Optimization - Trimester Program Lectures

Explore advanced combinatorial optimization through expert lectures covering discrete convex analysis, submodular functions, graph theory, and algorithmic approaches.

• YouTube
• 2 days 9 hours 51 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Robust Regression by Purushottam Kar

Explore robust regression techniques for learning and estimation in algorithms and optimization, focusing on practical applications and theoretical foundations.

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

The Julia Programming Language

The State of JuMP - Progress and Future Plans

Explore JuMP's progress, new features, and future plans for mathematical optimization in Julia. Learn about governance changes, NSF funding, and how to get involved in this powerful modeling language.

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

Simons Institute

Quantum Algorithms for Optimization - Quantum Colloquium

Explore quantum algorithms for optimization, including discrete and continuous problems, with insights on potential speedups and limitations in quantum computing applications.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

USC Probability and Statistics Seminar

Are Neural Networks Optimal Approximation Algorithms for Constraint Satisfaction Problems?

Explore neural networks' capability to solve NP-hard optimization problems, focusing on constraint satisfaction and their potential as optimal approximation algorithms.

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

Qiskit

Quantum Error Correction in Quantum Metrology

Delve into quantum metrology's fundamental limits and discover how quantum error correction protocols can enhance parameter estimation precision while managing system noise.

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

Fields Institute

Workshop on Real Algebraic Geometry and Algorithms for Geometric Constraint Systems

Explore advanced topics in real algebraic geometry, geometric constraints, and computational methods through expert presentations on frameworks, optimization, and discrete geometry.

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

Simons Institute

Explicit SoS Lower Bounds from Small-Set High Dimensional Expanders

Explores explicit CSPs hard for Sum-of-Squares hierarchy using small-set high dimensional expanders, introducing new isoperimetric inequality for Square Cayley Complexes to construct optimally hard XOR-families.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Characterising Quantum Correlations of Fixed Dimension

Explores semidefinite programming for quantum correlations, improving approximation algorithms for two-player free games with quantum assistance using entropy inequalities and de Finetti theorems.

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

Institute for Pure & Applied Mathematics (IPAM)

Contracted Quantum Eigensolver for the Quantum Simulation of Many-Electron Systems

Explore a novel quantum algorithm for many-body systems, comparing it to existing methods and demonstrating its advantages in molecular simulations and quantum computing applications.

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

International Centre for Theoretical Sciences

Modular Forms by Mahesh Kakde

Comprehensive exploration of modular forms, covering definitions, properties, and applications. Delves into Eisenstein series, theta functions, and related mathematical concepts for advanced learners in number theory.

• YouTube
• 1 hour 43 minutes
• On-Demand
• Free Video