Tensor Decomposition Courses and Certifications

Yannic Kilcher

AlphaTensor by DeepMind Explained

Explore DeepMind's AlphaTensor, a deep reinforcement learning algorithm that optimizes matrix multiplication, with Yannic Kilcher in under an hour.

• YouTube
• 55 minutes
• On-Demand
• Free Online Course

Andreas Geiger

Constraining 3D Fields for Reconstruction and View Synthesis

Explore 3D field constraints for reconstruction and view synthesis with Andreas Geiger in less than an hour. Dive into neural shape, appearance representations, and depth map prediction.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

IEEE

Smoothed Analysis in Unsupervised Learning via Decoupling

Explore smoothed analysis in unsupervised learning with a focus on tensor decomposition and robust subspace recovery in this less than 1-hour material from IEEE.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Fields Institute

Beyond Lazy Training for Over-parameterized Tensor Decomposition

Dive into over-parametrization techniques in neural networks with Duke University's Rong Ge. Learn about low-rank models, tensor decomposition, and gradient descent in under an hour.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Mesoscale Reconstruction of Images and Networks Using Tensor Decomposition

Explore mesoscale reconstruction of images and networks using tensor decomposition in this under 1-hour material from IPAM. Learn about dictionary learning, network sampling, and more.

• YouTube
• 50 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Beyond Lazy Training for Over-parameterized Tensor Decomposition

Dive into tensor methods and their applications in data sciences with Rong Ge from Duke University. This less than 1-hour material from IPAM explores over-parametrization in neural networks and tensor decomposition.

• YouTube
• 29 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Tensors in Statistics and Data Analysis

Explore tensors in statistics and data analysis with Anna Seigal from the University of Oxford, offered by IPAM. Learn about probability tensors, biological measurements, and time-series data encoding.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP 2018 - Learning from-for Knowledge Graphs

Explore neural networks for natural language processing with a focus on knowledge graphs in this less than 1-hour material by Graham Neubig.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Simons Institute

Query Optimization and Evaluation 3 - Variable Elimination and Tensor Decomposition

Learn query optimization and tensor decomposition techniques from Simons Institute in a 1-2 hour program, led by expert Hung Ngo from RelationalAI.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Joint Mathematics Meetings

Tensor Decomposition - A Mathematical Tool for Data Analysis

Explore tensor decomposition and its applications in data analysis with Tamara G. Kolda from Sandia National Laboratories, in a short program by Joint Mathematics Meetings.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

ICTP Mathematics

The Geometry of Tensors - Carolina Araujo

Explore the geometry of tensors and their applications in matrix multiplication, signal processing, and more with Carolina Araujo from ICTP Mathematics.

• YouTube
• 46 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Smoothed Analysis for Tensor Decompositions and Unsupervised Learning

Learn about smoothed analysis for tensor decompositions and unsupervised learning in this short program by the Institute for Pure & Applied Mathematics.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Tensor Decompositions and Their Applications

Dive into tensor decompositions and their applications with Ankur Moitra from MIT, in this 1-2 hour tutorial by IPAM. Explore Jennrich's algorithm and its uses in various fields.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Tensor Decompositions and Their Applications

Explore tensor decompositions and their applications in data sciences with Ankur Moitra from MIT, in a 1-2 hour tutorial offered by IPAM.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Online Course

IIT Kharagpur;  NPTEL

Applied Linear Algebra in AI and ML

Explore the mathematical foundations of AI and ML with this 12-week course from IIT Kharagpur, focusing on linear algebra, optimization techniques, and statistical methods.

• Swayam
• 12 weeks
• Finished
• Free Online Course