Tensor Networks Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks Workshop 2024

Explore advanced tensor network methods for quantum systems, machine learning, and high-dimensional problems through expert presentations and computational techniques.

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

Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks for Machine Learning and Applications

Explore tensor networks in machine learning, their benefits, and applications. Learn about model functions, optimization algorithms, and potential insights for matching architectures to data types.

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

Simons Institute

Classical Simulation of Quantum Many-body Systems with Tensor Networks

Explore tensor networks for simulating quantum many-body systems, focusing on matrix product states and branching mirror techniques in quantum computation challenges.

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

Institute for Advanced Study

Tensor Networks

Explore tensor networks' applications in quantum physics, condensed matter, and machine learning with expert David Pérez-García in this comprehensive workshop.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Tensor Networks: Mathematical Structures and Novel Algorithms

Explore advanced mathematical structures and cutting-edge algorithms in tensor networks through expert presentations on quantum lattice models, phase transitions, and many-body systems.

• YouTube
• 1 day 7 hours 7 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Lower Bounding Ground State Energies Through Renormalization and Tensor Networks

Explore techniques for lower bounding ground state energies in quantum systems using renormalization and tensor networks, presented by Norbert Schuch from the University of Vienna.

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

Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks -QC-DMRG- in a Complete Active Space Coupled Cluster Method

Explore tensor networks in quantum mechanics, focusing on their application in coupled cluster methods for modeling strongly correlated systems and computing dynamical correlations.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Arithmetic Tensor Networks and Integration - IPAM at UCLA

Explore arithmetic tensor networks and their applications in function integration, with insights on exact and approximate contraction methods and their implications for various mathematical problems.

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

Institute for Pure & Applied Mathematics (IPAM)

Tropical Tensor Networks

Unified tensor network approach for spin glasses using tropical algebra, enabling ground state energy computation, optimal configuration identification, and solution counting. Combines graphical models and quantum circuit simulation.

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

Centre de recherches mathématiques - CRM

A Canonical Form for Tensor Networks

Découvrez une forme canonique pour les réseaux de tenseurs, basée sur la théorie des invariants géométriques. Explorez ses applications potentielles, notamment pour améliorer la confidentialité dans l'apprentissage automatique.

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

ChemicalQDevice

LLM Explainability and Controllability Improvements with Tensor Networks

Explore how Tensor Networks enhance explainability and controllability of Large Language Models, focusing on transformer self-attention and multi-layer perceptron layer modifications.

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

ChemicalQDevice

Tensor Networks vs. PCA and PLS for High Dimensional Medical Datasets

Explore dimensionality reduction techniques for high-dimensional medical data. Compare tensor networks with PCA and PLS, gaining insights on their applications and effectiveness in handling complex datasets.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Geometry of Tensor Networks and Tensor Invariants

Explore geometric aspects of tensor networks and invariants, focusing on their applications in mathematics and theoretical physics.

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

Institute for Pure & Applied Mathematics (IPAM)

News on Tensor Networks for Machine Learning and Quantum Computing Simulation

Explore recent advancements in tensor networks for enhancing machine learning and simulating quantum processors, covering deep neural networks, convolutional networks, and large language models.

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

Institute for Pure & Applied Mathematics (IPAM)

Tensor Networks and the Negative Sign Problem

Explore tensor networks and the negative sign problem in quantum systems, examining simulation challenges and correlation implications for systems with negative Hamiltonian entries.

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