Tensors Courses and Certifications

Samuel Chan

Introduction to Tensors - PyTorch with GPU Series Part 2

Explore tensor initialization, GPU usage, operations, memory sharing, and profiling in PyTorch for efficient deep learning model development.

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

Institute for Pure & Applied Mathematics (IPAM)

David Gross: Stabilizer Formalism & Quantum Error Correction Through the Lens of Tensors

Explore advanced quantum error correction techniques, focusing on the stabilizer formalism and its applications in quantum fault tolerance, using tensor-based approaches and group theory.

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

Prodramp

Everything You Need to Know About Tensors in Deep Learning With PyTorch

Comprehensive guide to PyTorch tensors: creation, operations, data types, and GPU usage. Hands-on examples cover essential concepts for deep learning beginners.

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

Venelin Valkov

Mastering PyTorch Tensors- The Ultimate Guide for Beginners

Comprehensive guide to PyTorch tensors: creation, types, operations, indexing, reshaping, and data handling. Essential for beginners in machine learning and deep learning projects.

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

Centre de recherches mathématiques - CRM

Tensors and Entanglement - Asymptotic Entanglement Transformations - Lecture 1

Explorez les transformations asymptotiques d'états quantiques intriqués et leurs caractérisations mathématiques à travers les tenseurs et les opérations locales avec communication classique.

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

Centre de recherches mathématiques - CRM

On the Subrank of Generic Tensors

Explorez les limites supérieures et inférieures du sous-rang des applications bilinéaires et tenseurs d'ordre supérieur génériques. Découvrez les mesures des multiplications indépendantes réductibles.

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

Centrum Fizyki Teoretycznej PAN

Manifolds, Coordinates and Tensors - Lecture 5

Explore manifolds, coordinates, and tensors in this graduate-level physics lecture, covering key concepts and transformations for advanced theoretical understanding.

• YouTube
• 1 hour 48 minutes
• On-Demand
• Free Video

Centrum Fizyki Teoretycznej PAN

Tensors versus Tensor Densities and Stokes Theorem - Lecture 12

Explore tensors, tensor densities, and Stokes theorem in electrodynamics and relativity. Gain insights into advanced theoretical physics concepts.

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

Simons Institute

Tensors and Their Uses, Especially for Matrix Multiplication - Part 1

Explore tensors and their applications in combinatorics, signal processing, geometry, and complexity theory, focusing on matrix multiplication geometry.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Simons Institute

Tensors and Their Uses, Especially for Matrix Multiplication - Part 2

Explore advanced tensor geometry and its crucial applications to matrix multiplication complexity theory through combinatorics, signal processing, and geometric perspectives.

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

NPTEL-NOC IITM

An Introduction to Tensors - III

Dive into advanced tensor algebra concepts and mathematical foundations in this comprehensive introduction to tensor theory and applications.

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

Venelin Valkov

Real-World PyTorch: From Zero to Hero in Deep Learning and LLMs - Tensors, Operations, Model Training

Comprehensive PyTorch tutorial covering tensors, operations, GPU usage, datasets, neural networks, and model training. Hands-on examples for mastering deep learning and LLMs.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Tensors of Minimal Border Rank and Their Role in Matrix Multiplication Complexity

Delve into advanced algebraic geometry concepts exploring minimal border rank tensors and their crucial role in matrix multiplication complexity theory and computational mathematics.

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

Institut des Hautes Etudes Scientifiques (IHES)

On the Injective Norm of Random Tensors and Quantum States

Delve into advanced quantum information theory through an exploration of injective norms in random tensors, geometric entanglement, and multispecies spherical spin glass models with mathematical precision.

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

Centre International de Rencontres Mathématiques

Statistics Meets Tensors - Methods, Theory, and Applications

Explore advanced statistical learning through synthetic data methods for imbalanced classification and high-dimensional tensor analysis with practical applications.

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