Institut des Hautes Etudes Scientifiques (IHES) Courses

Stable Adaptation and Learning in Nonlinear Systems and Neural Networks

Explore nonlinear systems tools for insights on collective computation and learning in large dynamical networks, focusing on stable adaptation and implicit sparse regularization.

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

Exploring Shallow Architectures for Image Classification

Explore shallow architectures for image classification, focusing on Scattering Networks and their potential compared to deep CNNs. Examine geometric arguments in deriving competitive representations.

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

Advanced Computational Imaging - Chassez le Naturel, Il Revient au Galop

Explorez les avancées en imagerie computationnelle, en mettant l'accent sur la stabilité et la fiabilité des réseaux neuronaux profonds pour la reconstruction d'images biomédicales.

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

Rapture of the Deep: Highs and Lows of Sparsity in Neural Networks

Explore sparsity in neural networks, its role in interpretability, and innovative optimization techniques beyond gradient descent for learning fast transforms.

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

Reliable AI: From Applied Harmonic Analysis to Quantum Computing

Explore reliable AI through generalization in graph neural networks and explainability using applied harmonic analysis. Delve into limitations of digital hardware and connections to quantum computing.

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

A Path Towards Autonomous Machine Intelligence

Explore Yann LeCun's vision for autonomous machine intelligence, delving into cutting-edge AI concepts and potential future developments in the field.

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

Holographic Data Representations for Distributed Storage and Network Transmission

Explore holographic data encoding for progressive recovery, ideal for distributed storage and network transmission with unpredictable delays or erasures.

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

Dynamical Sampling and Frames

Explore dynamical sampling in signal recovery, covering space-time sampling, system identification, and source term problems. Gain insights into emerging challenges in this field.

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

A Data Science Startup: Let It Wave's Meandering Adventure and Its Duller Sisters

Explore a data science startup's journey from academic research to consumer electronics, highlighting transformations, challenges, and lessons learned in entrepreneurship.

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

Random Fourier Series vs. Random Wavelet Series

Explore the contrasting properties of random wavelet series and random Fourier series, focusing on regularity and robustness in function reconstruction and analysis.

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

Sketching Semidefinite Programs for Super-Resolution Problems

Explore super-resolution problems, focusing on measure recovery from Fourier coefficients. Learn about sketching approaches to reduce semidefinite program size and algorithmic developments for integral bounds.

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

Lippmann Photography: The Art and Science of Multispectral Imagery

Explore Lippmann photography's multispectral imaging principles, analyzing its spectrum reflection, algorithmic recovery, and modern applications in data storage and science communication.

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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video