Tensors Courses and Certifications

Packt

Hands-On Data Science with PyTorch & Pandas

Master data science by building interactive dashboards with Shiny, analyzing datasets using Pandas workflows, and implementing PyTorch tensor operations and image classification apps in Python.

• Coursera
• 7 hours
• Self-Paced
• Paid Course

Symmetry, Structure, and Tensor Properties of Materials

Explore symmetry theory, lattices, and crystal properties. Learn tensor representation, anisotropy, and applications in piezoelectricity and elasticity. Gain insights into crystalline structures and their physical characteristics.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Aladdin Persson

Complete Pytorch Tensor Tutorial - Initializing Tensors, Math, Indexing, Reshaping

Comprehensive tutorial on PyTorch tensors covering initialization, math operations, indexing, and reshaping. Essential foundation for deep learning with practical examples and useful operations.

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

ScienceClic

The Maths of General Relativity

1 rating

Discover the mathematical foundations of Einstein's general relativity through visual explanations covering spacetime, geodesics, curvature, and the Einstein equation.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

PyTorch Tutorial - Neural Networks & Deep Learning in Python

297 ratings at Udemy

Pytorch - Introduction to deep learning neural networks : Neural network applications tutorial : AI neural network model

• Udemy
• 6 hours 36 minutes
• Self-Paced
• Paid Course

Deep Learning with PyTorch Live Course

2 ratings

Learn PyTorch for deep learning: tensors, gradient descent, linear regression, image processing, neural networks, CNNs, ResNet, regularization, data augmentation, and GANs for image generation.

• freeCodeCamp
• 12 hours
• Self-Paced
• Free Video

NCCR SwissMAP

Mathematics of Quantum Entanglement - Part 2: Entanglement and Tensors, Tensor Rank, Asymptotic Tensor Transformations

Explore advanced concepts in quantum entanglement, including tensor analysis and asymptotic transformations, to deepen understanding of quantum physics.

• YouTube
• 1 hour 49 minutes
• Self-Paced
• Free Video

Conference GSI

An Approximate Projection onto the Tangent Cone to the Variety of Third Order Tensors of Bounded Rank

Explore approximate projection techniques for third-order tensors with bounded rank, focusing on tangent cone analysis and applications in tensor decomposition.

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

BIMSA

Symplectic Singularities Arising from Algebras of Symmetric Tensors

Explore symplectic singularities from symmetric tensor algebras, their construction, and relation to existing methods in algebraic geometry and representation theory.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

ACM SIGPLAN

Automatic Differentiation for Sparse Tensors

Explore efficient automatic differentiation for sparse tensors, leveraging novel DSLs and optimizations to outperform existing frameworks in data-intensive applications.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Curvature Tensors and Measures of Singular Spaces - Lecture 3

Explore advanced concepts in geometry, focusing on curvature tensors and measures of singular spaces in this in-depth mathematical lecture.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Curvature Tensors and Measures of Singular Spaces - Part I

Explore curvature tensors and measures of singular spaces in advanced geometry, focusing on concepts beyond Riemannian geometry.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Tensors, State-Sum Topological Field Theories and the Evaluation of Extruded Graphs

Explore three-dimensional topological field theories, tensor network models, and graph evaluations in relation to state-sum constructions and surface defects.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

On the Complexity of Isomorphism Problems for Tensors, Groups, Polynomials, and Algebras

Delve into the complexity of tensor isomorphism problems and their connections to groups, polynomials, and algebras in this mathematical seminar by Youming Qiao exploring recent algorithmic breakthroughs.

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

AICamp

Scaling Enterprise AI with Hybrid Search and Tensors on Vespa.AI

Explore enterprise AI scaling with hybrid search, tensor databases, and multi-modal retrieval. Overcome RAG chatbot challenges through practical demos in medical and e-commerce applications.

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