Institut des Hautes Etudes Scientifiques (IHES) Courses

A Spline Tour of Deep Learning: The Scattering Way

Explore deep learning's progress, challenges, and theoretical foundations. Gain insights into the geometric interpretation of deep networks and spline approximation, with a focus on Scattering Networks.

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

The Bridge from Mathematical to Digital and Back

Explore the evolving landscape of computational analysis, signal processing, and machine learning. Gain insights on bridging the gap between mathematical and digital communities.

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

Multiscale Basis Dictionaries and Scattering Networks on Simplicial Complexes

Explore multiscale basis dictionaries and scattering networks on simplicial complexes, focusing on HGLET and GHWT. Learn applications in coauthorship/citation complex and article classification.

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

The Quest for Adaptivity in Machine Learning - Comparing Popular Methods

Explore supervised learning algorithms' strengths and weaknesses, comparing k-nearest-neighbor, kernel methods, and neural networks for adaptivity and performance across various problems.

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

Interpreting Deep Neural Networks Towards Trustworthiness

Explore methods for interpreting neural networks, including contextual decomposition and adaptive wavelet distillation, to enhance model trustworthiness and performance.

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

Photographic Image Priors in the Era of Machine Learning

Explore image processing advancements using machine learning, focusing on implicit priors in neural networks for tasks like denoising, deblurring, and super-resolution.

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

The Rainbow Connection: Auditory Neuroscience and Computations

Explore the profound impact of Stephane's intellectual contributions to auditory neuroscience, from cochlear encoding to cortical processing.

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

Pause Mathématique - Rencontre avec Hugo Duminil-Copin, Médaille Fields 2022

Découvrez les mathématiques avec Hugo Duminil-Copin, médaillé Fields 2022, lors d'une rencontre captivante avec des lycéens de l'Essonne.

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

Gravitational Scattering at High Energies

Explore ultrarelativistic gravitational scattering, its developments in (super)gravity and string theory, and applications to gravitational binaries.

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

Resurgence in Integrable Field Theories - Part 2

Explore resurgent properties of integrable field theories, focusing on UV-free theories with mass gaps and 1/N expansions. Analyze free energy with chemical potentials using Bethe ansatz and large N methods.

• YouTube
• 2 hours 10 minutes
• On-Demand
• Free Video

Resurgence in Integrable Field Theories - Lecture 1

Explore resurgent properties of integrable field theories, focusing on UV-free theories with mass gaps and 1/N expansions. Analyze free energy with chemical potentials using Bethe ansatz and large N methods.

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

Interplay Between Notions of Convexity in Complex, Symplectic and Contact Geometries

Explore the interplay between convexity notions in complex, symplectic, and contact geometries. Gain insights into pseudo-convexity, rational convexity, and their geometric counterparts.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Stein and Weinstein Manifolds - An Introduction to Topological and Symplectic Aspects

Explore topological and symplectic aspects of Stein manifolds, including handlebody construction, Weinstein manifolds, and flexibility versus rigidity in complex variables theory.

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

Les Sept Filles d'Eve - L'ADN Mitochondrial et l'Origine des Européens

Découvrez comment l'ADN mitochondrial révèle nos origines ancestrales, traçant la lignée maternelle jusqu'aux "Sept Filles d'Ève" et explorant la structure génétique mondiale.

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

Systems with Coulomb Interactions: Mean-Field Limits and Statistical Mechanics - Lecture 4

Explore large particle systems with Coulomb repulsion, examining mean-field dynamics and statistical mechanics using modulated energy approaches and free energy expansions.

• YouTube
• 2 hours 1 minute
• On-Demand
• Free Video