Tensor network

Calculus 3: Tensors (1 of 28) What is a Tensor?

Visit http://ilectureonline.com for more math and science lectures! In this video I will explain what is a tensor. A tensor is a mathematical representation of a scalar (tensor of rank 0), a vector (tensor of rank 1), a dyad (tensor of rank 2), a triad (tensor or rank 3). Next video in t

From playlist CALCULUS 3 CH 10 TENSORS

Miles Stoudenmire: "Tensor Networks for Machine Learning and Applications"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop I: Tensor Methods and their Applications in the Physical and Data Sciences "Tensor Networks for Machine Learning and Applications" Miles Stoudenmire - Flatiron Institute Abstract: Tensor networks are

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

Tensor Field Networks | AISC

Toronto Deep Learning Series, 11-Feb-2019 https://tdls.a-i.science/events/2019-02-11 TENSOR FIELD NETWORKS: ROTATION- AND TRANSLATION-EQUIVARIANT NEURAL NETWORKS FOR 3D POINT CLOUDS We introduce tensor field neural networks, which are locally equivariant to 3D rotations, translations, a

From playlist Math and Foundations

What Is A Tensor Lesson #1: Elementary vector spaces

We define a vector space and lay the foundation of a solid understanding of tensors.

From playlist What is a Tensor?

Crash Course on TensorFlow Tensors and their Applications

We discuss the most important features of tensors in TensorFlow, useful tensor methods you should know, and where you would use them in your Deep Learning projects. Notebook Link: https://colab.research.google.com/drive/1Zcrw257e9XjInjTwz-pHtrJ_YuEsR45u?usp=sharing TIMESTAMPS: 0:00 Int

From playlist Math for Machine Learning

What is a Tensor? Lesson 11: The metric tensor

What is a Tensor 11: The Metric Tensor

From playlist What is a Tensor?

Lek-Heng Lim: "What is a tensor? (Part 1/2)"

Watch part 2/2 here: https://youtu.be/Lkpmd5-mpHY Tensor Methods and Emerging Applications to the Physical and Data Sciences Tutorials 2021 "What is a tensor? (Part 1/2)" Lek-Heng Lim - University of Chicago, Statistics Abstract: We discuss the three best-known definitions of a tensor:

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

Glen Evenbly: "Using tensor networks to design improved wavelets for image compression"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop II: Tensor Network States and Applications "Using tensor networks to design improved wavelets for image compression" Glen Evenbly - Georgia Institute of Technology, Physics Abstract: Tensor networks

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

What is a Tensor 10: Metric spaces

What is a Tensor 10: Metric spaces

From playlist What is a Tensor?

Anthony Nouy: Approximation and learning with tree tensor networks - Lecture 1

Recorded during the meeting "Data Assimilation and Model Reduction in High Dimensional Problems" the July 21, 2021 by the Centre International de Rencontres Mathématiques (Marseille, France) Filmmaker: Luca Récanzone A kinetic description of a plasma in external and self-consistent fiel

From playlist Numerical Analysis and Scientific Computing

Anthony Nouy: "Approximation and learning with tree tensor networks"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop I: Tensor Methods and their Applications in the Physical and Data Sciences "Approximation and learning with tree tensor networks" Anthony Nouy - Université de Nantes Abstract: Tree tensor networks (T

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

Tensors for Neural Networks, Clearly Explained!!!

Tensors are super important for neural networks, but can be confusing because different people use the word "Tensor" differently. In this StatQuest, we clear this up and tell you what the big deal is. BAM! NOTE: If you are not already familiar with Neural Networks, check out the Neural Ne

From playlist StatQuest

Johnnie Gray: "Hyper-optimized tensor network contraction - simplifications, applications & appr..."

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop I: Tensor Methods and their Applications in the Physical and Data Sciences "Hyper-optimized tensor network contraction - simplifications, applications and approximations" Johnnie Gray - California Ins

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

Lei Wang: "Tropical Tensor Networks"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop I: Tensor Methods and their Applications in the Physical and Data Sciences "Tropical Tensor Networks" Lei Wang - Chinese Academy of Sciences Abstract: I will present a unified exact tensor network ap

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

Tensor Decomposition Definitions of Neural Net Architectures

This paper describes complexity theory of neural networks, defined by tensor decompositions, with a review of simplification of the tensor decomposition for simpler neural network architectures. The concept of Z-completeness for a network N is defined in the existence of a tensor decomposi

From playlist Wolfram Technology Conference 2021

Garnet Chan - Arithmetic tensor networks and integration - IPAM at UCLA

Recorded 26 January 2022. Garnet Chan of the California Institute of Technology presents "Arithmetic tensor networks and integration" at IPAM's Quantum Numerical Linear Algebra Workshop. Abstract: I will discuss how to perform arithmetic with tensor networks and the consequences for the in

From playlist Quantum Numerical Linear Algebra - Jan. 24 - 27, 2022

An invitation to tensor networks - Michael Walter

Computer Science/Discrete Mathematics Seminar II Topic: An invitation to tensor networks Speaker: Michael Walter Affiliation: University of Amsterdam Date: December 11, 2018 For more video please visit http://video.ias.edu

From playlist Mathematics

Furong Huang: "Understanding, Interpreting & Designing NN Models Through Tensor Representations"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop IV: Efficient Tensor Representations for Learning and Computational Complexity "Understanding, Interpreting and Designing Neural Network Models Through Tensor Representations" Furong Huang - Universit

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021

What is a Tensor? Lesson 20: Algebraic Structures II - Modules to Algebras

What is a Tensor? Lesson 20: Algebraic Structures II - Modules to Algebras We complete our survey of the basic algebraic structures that appear in the study of general relativity. Also, we develop the important example of the tensor algebra.

From playlist What is a Tensor?

Joseph Landsberg: "Geometry associated to tensor network states"

Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021 Workshop II: Tensor Network States and Applications "Geometry associated to tensor network states" Joseph Landsberg (Clay Scholar) - Texas A&M University - College Station Abstract: I will discuss geometric i

From playlist Tensor Methods and Emerging Applications to the Physical and Data Sciences 2021