Tensors Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Tensors in Statistics and Data Analysis

Explore tensors in statistics and data analysis, covering probability tensors, biological measurements, and signature tensors for time-series data. Learn about decompositions and algebraic properties in this comprehensive overview.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

ICTP Mathematics

The Geometry of Tensors - Carolina Araujo

Explore tensor decomposition, its applications, and geometric interpretation. Learn about recent developments in determining tensor ranks and their significance in various fields.

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

Tensors

Explore tensors, spinners, contractions, direct products, and duality in this comprehensive physics lecture series.

• YouTube
• 2 hours 8 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

Explore tensor geometry and its applications in physical and data sciences through a gentle introduction, emphasizing how geometric perspectives advance practical implementations.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

Explore the geometric perspective of tensors, their applications, and how this viewpoint enhances understanding in various fields. Gentle introduction suitable for beginners.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Fields Institute

Cost and Values of Tensors

Explore the mathematical concepts of tensor costs and values with Joseph Landsberg from Texas A&M University in this Fields Institute lecture.

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

NPTEL-NOC IITM

An Introduction to Tensors - I

Discover the fundamentals of tensor algebra and mathematical structures essential for advanced physics and engineering applications.

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

NPTEL-NOC IITM

An Introduction to Tensors - II

Dive into advanced tensor algebra concepts and mathematical foundations essential for physics and engineering applications.

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

NPTEL-NOC IITM

Tensor Analysis - Introduction to Tensors of Rank (p, q), Index Contraction, and Invariant Tensors

Discover tensor fundamentals including rank (p,q) tensors, index contraction techniques, and invariant tensor properties in this mathematical analysis.

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

Introduction to PyTorch Tensors

Master PyTorch tensors through hands-on practice, from basic operations to advanced manipulations. Build a strong foundation in tensor operations, reshaping, and neural network processing for deep learning applications.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

International Centre for Theoretical Sciences

Introduction to Geometric Complexity Theory by Christian Ikenmeyer

Explore geometric complexity theory, a cutting-edge approach to solving fundamental problems in computational complexity and algebraic geometry.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Centre de recherches mathématiques - CRM

Generalizations of Matrix Multiplication for Solving the Light Bulb Problem

Explore a novel approach to solving the Light Bulb Problem using tensor-based algorithms, potentially outperforming traditional matrix multiplication methods for faster data analysis and pattern recognition.

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

Introduction to Deep Learning with PyTorch

Learn how to build your first neural network, adjust hyperparameters, and tackle classification and regression problems in PyTorch.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

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