Numerical Methods Courses

Fields Institute

Kernel Methods for Machine Learning and Dynamical Systems

Explore advanced kernel methods in machine learning and dynamical systems through expert talks on Gaussian processes, functional data analysis, and sparse factorization techniques.

• YouTube
• 9 hours 2 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Statistical Methods and Machine Learning in High Energy Physics - 2023

Explore advanced statistical methods and machine learning techniques for analyzing high energy physics data, including neural networks, anomaly detection, and simulation-based inference.

• YouTube
• 1 day 14 hours 11 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Probabilistic Methods in Negative Curvature - 2023

Explore advanced probabilistic techniques in negative curvature geometry through expert lectures on diffeomorphism groups, hyperbolic rigidity, and random walks on groups.

• YouTube
• 1 day 8 hours 13 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Applied Algebraic Topology Methods, Computation, and Science - ATMCS/AATRN 2020

Explore cutting-edge research in applied algebraic topology through expert presentations on persistence diagrams, homology, and computational methods for data analysis.

• YouTube
• 17 hours 43 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Quantum Numerical Linear Algebra

Explore cutting-edge quantum algorithms for linear algebra tasks including solving systems, eigenvalue decomposition, and matrix functions on near-term quantum devices.

• YouTube
• 12 hours 41 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Mathematical and Numerical Aspects of Gravitation

Explore advanced mathematical and numerical methods in general relativity, from black hole stability to gravitational waves and cosmic censorship conjectures.

• YouTube
• 15 hours 47 minutes
• Self-Paced
• Free Video

Hausdorff Center for Mathematics

Spectral Methods in Algebra, Geometry, and Topology

Explore advanced spectral methods across tensor triangular geometry, equivariant stable homotopy, representation theory, and chromatic homotopy theory.

• YouTube
• 11 hours 46 minutes
• Self-Paced
• Free Video

Hausdorff Center for Mathematics

Multiscale Problems - Algorithms, Numerical Analysis and Computation

Explore advanced mathematical techniques for solving complex multiscale problems through expert lectures on numerical analysis, finite element methods, and computational algorithms.

• YouTube
• 1 day 52 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Standard and Less Standard Asymptotic Methods

Master advanced techniques for evaluating infinite sums and recognizing asymptotic patterns in sequences, from Euler-Maclaurin formulas to cutting-edge methods with practical examples.

• YouTube
• 18 hours 38 minutes
• Self-Paced
• Free Video

Complexity Explorer

Maximum Entropy Methods Tutorial

Discover maximum entropy methods for understanding probability distributions through practical examples including taxicab problems and real-world modeling applications.

• YouTube
• 1 hour 46 minutes
• Self-Paced
• Free Video

QChemSoftware

Q-Chem Workshop - Introduction to Computational Chemistry Methods and Software

Master Q-Chem software through hands-on sessions covering DFT, geometry optimization, spectroscopy, solvent models, and coupled cluster methods for computational chemistry applications.

• YouTube
• 4 hours 50 minutes
• Self-Paced
• Free Video

The Royal Institution

Invaders from Outer Space - Methods of Imaging Fundamental Particles - Lecture 3

Explore various methods of imaging fundamental particles through cosmic rays and particle accelerators in this fascinating 1993 Royal Institution Christmas Lecture by Frank Close.

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

International Centre for Theoretical Sciences

Numerical Relativity

Explore numerical relativity techniques for solving Einstein's field equations computationally to model gravitational wave sources and black hole dynamics.

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

Neuro Symbolic

ML Foundations V - Unsupervised and Non-Parametric Methods

Explore unsupervised learning, clustering algorithms, k-nearest neighbors, and association rule mining techniques in this comprehensive machine learning foundations session.

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

ICTP Condensed Matter and Statistical Physics

Ab-Initio Many-Body Methods and Simulations with the Yambo Code

Dive into ab-initio many-body methods and simulations using Yambo code for electronic structure calculations and excited state properties in condensed matter physics.

• YouTube
• 10 hours 58 minutes
• Self-Paced
• Free Video