Institut des Hautes Etudes Scientifiques (IHES) Courses

Learning with Volterra Series - Convolutional Networks without Activation Functions

Explore Volterra Series in machine learning, reducing sample and model complexity while maintaining high performance in inference problems.

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

A Taste of Conformal Prediction - Principles and Recent Advances

Explore conformal inference methods for exact prediction intervals, covering basic principles and recent advancements in quantitative and categorical label applications.

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

Human Attention and Communication Mediated via Machine Learning

Explore wavelets' role in modeling vision, extracting brain activity patterns, and detecting neural markers of attention. Learn how machines can measure attention for novel human communication methods.

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

Geometry, Topology and Discrete Symmetries Revealed by Deep Neural Networks

Explore deep neural networks' ability to reveal geometry, topology, and discrete symmetries in manifolds. Learn about universal approximators and their applications in inverse problems and group actions.

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

The New Era of Image Denoising

Explore revolutionary image denoising techniques, their applications in inverse problems, and the concept of diverse solutions in image processing.

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

Sampling through Exploration Exploitation in Markov Chain Monte Carlo

Explore an innovative Markov chain Monte Carlo algorithm combining global proposals and mobile moves for efficient, parallelizable sampling in various applications.

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

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