Institut des Hautes Etudes Scientifiques (IHES) Courses

Finite Type Properties of Tame Fundamental Groups

Explore finite generation and presentation of fundamental groups in topology, including étale and tame cases, for various algebraic and analytic spaces.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Pure Local Systems Over Local Fields

Explore pure l-adic local systems on varieties over p-adic local fields, focusing on analogs of variations of pure Hodge structures and tilting approaches to open problems.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Beauty of Life Seen Through Keyhole of Mathematics - Lecture 4

Explore molecular structures, mathematical thought in genetics, and the nature of life. Delve into bioengineering's future and human impact on Earth's ecology.

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

Beauty of Life Seen Through Keyhole of Mathematics - Lecture 3

Explore the intersection of mathematics and biology, from molecular structures to ecological impact, with insights on Life's nature and future bioengineering applications.

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

On the Importance of Role Models in Science

Explore the significance of role models in scientific fields through insights from Catherine Goldstein and Clémence Perronnet's conference presentation.

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

Weak Signals: Machine Learning Meets Extreme Value Theory

Explore machine learning's intersection with extreme value theory, focusing on angular measure recovery and its applications in classification and anomaly detection.

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

Unsupervised Alignment of Graphs and Embeddings: Fundamental Limits and Computational Methods

Explore unsupervised alignment techniques for graphs and embeddings, examining fundamental limits and computational approaches for data analysis and machine learning applications.

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

Reinforcement Learning: An Introduction and Key Results

Découvrez les principes et applications du Reinforcement Learning, de la détection d'anomalies médicales à l'optimisation des processus décisionnels de Markov. Explorez les défis et solutions de cette approche d'apprentissage par interaction.

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

Learning with Missing Values: Theoretical Insights and Application to Health Databases

Explore theoretical insights and practical applications of learning with missing values in health databases, focusing on regression, classification, and neural network solutions.

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

Beauty of Life Seen Through Keyhole of Mathematics - Lecture 2

Explore molecular structures, mathematical thought in genetics, and the nature of life through a mathematical lens. Discuss bioengineering's future and human impact on Earth's ecology.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Random Matrices and Dynamics of Optimization in Very High Dimensions - Lecture 4

Explore random matrices and optimization dynamics in high dimensions, focusing on effective dynamics, spectral transitions, and applications in machine learning algorithms.

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

Random Matrices and Dynamics of Optimization in Very High Dimensions - Lecture 3

Explorez les dynamiques d'optimisation en très haute dimension et leur application en apprentissage automatique, en mettant l'accent sur les matrices aléatoires et les statistiques résumées.

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

Random Matrices and Dynamics of Optimization in Very High Dimensions - Lecture 2

Explorez les dynamiques d'optimisation en très haute dimension et leur application en apprentissage automatique, en mettant l'accent sur les matrices aléatoires et les statistiques résumées.

• YouTube
• 2 hours 5 minutes
• Self-Paced
• Free Video

Random Matrices and Dynamics of Optimization in Very High Dimensions - Lecture 1

Explorez les algorithmes d'optimisation en haute dimension pour l'apprentissage automatique, en mettant l'accent sur la descente de gradient stochastique et les transitions spectrales des matrices aléatoires.

• YouTube
• 2 hours 3 minutes
• Self-Paced
• Free Video

Blaise Pascal - La Mathématique au Cœur de l'Humanité

Explorez la vie fascinante de Blaise Pascal, génie polymathe du 17e siècle, et découvrez son impact durable sur les mathématiques, la philosophie et la technologie.

• YouTube
• 1 hour 38 minutes
• Self-Paced
• Free Video