Tensor contractions - PowerPoint PPT Presentation


Insights into Symmetry and Magnetism in Summer School Curriculum

Delve into the principles and applications of symmetry in magnetism through topics like tensor transformations, Edelstein effect, and breaking inversion symmetry in magnetic materials. Explore the role of crystal structures and interfaces in breaking symmetry, especially in antiferromagnets, providi

2 views • 39 slides


Understanding Diffusion Weighted Imaging (DWI) in Neuroimaging Research

This content delves into the significance of Diffusion Weighted Imaging (DWI) in studying the motion of water molecules in brain tissue. It explains how water diffusion varies in different brain matter types and explores techniques like Diffusion Tensor Imaging (DTI). The impact factors on diffusion

4 views • 25 slides



Grade 7 Weekly Grammar Review Activities

Engage in daily grammar review exercises covering various topics such as plurals, adverbs, direct objects, contractions, and more for Grade 7 students. Each day of the week focuses on different grammar concepts to enhance understanding and application in English language skills.

0 views • 51 slides


Biomechanics in Physical Education: Movement Analysis Overview

Biomechanics plays a crucial role in understanding movement and technique in physical education. This resource focuses on topics such as muscular contractions, lever systems, planes and axes of movement, and sports technology. It helps sports performers and coaches analyze movements for performance

1 views • 50 slides


Understanding Contractions and Apostrophes in Writing

Contractions involve squeezing two words together to form a shorter word, with the omission of certain letters replaced by an apostrophe. This practice is commonly used in English to streamline writing and speech. The content explores the concept of contractions, how apostrophes are used, and provid

1 views • 13 slides


Small Intestine Motility and Secretion Overview

The small intestine's motility and secretion processes involve various types of contractions and movements, such as segmentation contractions, peristalsis, and the migrating motor complex. These processes play a crucial role in mixing chyme, aiding in digestion, and facilitating absorption of nutrie

1 views • 43 slides


Classical Mechanics at Neotech Institute of Applied Science and Research, Virod

Delve into the world of Classical Mechanics in B.Sc Semester-V at Neotech Institute of Applied Science and Research, located in Virod, Vadodara. Explore topics such as motion of rigid bodies, angular momentum, Euler's theorem, inertia tensor, and Euler's equations of motion through a comprehensive s

0 views • 27 slides


Understanding the Physical Demands of Squash and Energy Systems

Squash requires a combination of physical skills such as cardiovascular endurance, stamina, strength, flexibility, power, speed, coordination, accuracy, agility, and balance. To play a better game, it is essential to understand the energy systems of the human body: phosphagen, aerobic, and anaerobic

0 views • 20 slides


Understanding Seismic Source Parameters in Earthquake Dynamics

The seismic source parameters in earthquake dynamics involve describing a fault as a discontinuity causing displacements, requiring a complex treatment of forces. The Earth's equilibrium necessitates a specific system of forces to explain displacements along faults. The seismic moment tensor, consis

4 views • 32 slides


Contractions of Tropical Precipitation Under Global Warming

Aaron Donohoe's research focuses on the contraction of tropical precipitation with global warming, emphasizing the zonal mean and its implications for climate models. The results show a robust contraction and intensification of tropical precipitation in a warmer world. The width of tropical precipit

0 views • 12 slides


Understanding the Energy-Momentum Tensor of the Electromagnetic Field

Exploring the intricacies of the energy-momentum tensor of the electromagnetic field, including its components, symmetries, and implications on field interactions and invariants. Delve into the mathematical derivations and transformations involved in studying this fundamental concept in electromagne

0 views • 19 slides


Understanding Nucleon Structure: Insights from EIC Workshop

Exploring the mechanics of nucleons and the physics goals of the Electron-Ion Collider (EIC), this content delves into the origin of nucleon mass and spin, emergent properties of dense gluon systems, and energy-momentum tensor in QCD. It discusses the role of gluons in understanding nucleon structur

0 views • 31 slides


Understanding Flowing Gluon Fields and Color Glass Phenomena in QCD

Explore the collective phenomena of gluon fields in classical QCD, focusing on the Standard Model of URHICs, Color Glass, and Gluon Fields in the Forward Lightcone. The research delves into topics like local thermal equilibrium, viscous hydrodynamics, and the interaction of probes with quarks and gl

0 views • 24 slides


Exploring TensorFlow for Social Good: Session Insights and Tips

Delve into Session 3 of TensorFlow for Social Good with Zhixun Jason He, covering topics such as TensorFlow model training loops, regularization techniques, tensor concepts, learning rate scheduling, and custom loss functions. Discover practical tips and valuable resources to enhance your understand

0 views • 37 slides


Robust Parity Test for Extracting Parallel Vectors in 3D

Fundamental primitives for visualizing 3D data include line features like ridges and valleys of a scalar field, stream lines of a vector field, vortices of a velocity field, and extremal curves of a tensor field. Parallel Vectors (PV) provide a unified representation of 3D line features, forming con

0 views • 27 slides


Overcoming Memory Constraints in Deep Neural Network Design

Limited availability of high bandwidth on-device memory presents a challenge in exploring new architectures for deep neural networks. Memory constraints have been identified as a bottleneck in state-of-the-art models. Various strategies such as Tensor Rematerialization, Bottleneck Activations, and G

0 views • 32 slides


Insights into Dark Energy Detection and Gravity Tests

This collaboration delves into direct detection of dark energy, evidencing acceleration in expansion and delving into the evolution of background cosmology. Gravity tests, including solar system trials, are discussed, along with models like f(R) gravity and chameleon screening in the context of scal

0 views • 20 slides


Understanding the Acceleration of the Universe and the Equivalence Principle Violation in the Horndeski Vector-Tensor Theory

Exploring the implications of the Equivalence Principle Violation after reheating in the context of the accelerated expansion of the universe. The study delves into the Horndeski vector-tensor theory, gravitational waves, and the impact of modified gravity and dark energy. Insights are provided on t

2 views • 20 slides


Understanding the Hall Effect in Conductors

The Hall Effect in conductors is described in detail, showcasing how a magnetic field affects the conductivity tensor, breaking symmetry and leading to unique properties. The discussion covers the separation of the conductivity tensor, the impact of magnetic fields on conductivity components, and th

1 views • 16 slides


Improved Rectangular Matrix Multiplication Using Coppersmith-Winograd Tensor

In this research, the complexity of rectangular matrix multiplication is enhanced by analyzing the fourth power of the Coppersmith-Winograd tensor. By extending the understanding of the tensor's power, significant advancements have been made in the efficiency of non-square matrix multiplication, sur

0 views • 25 slides


Understanding Nucleon Spin Decomposition and Proton Spin Problem

Explore the complex realm of nucleon spin decomposition and the enigmatic proton spin problem, delving into concepts like orbital angular momentum, quarks and gluons' helicity, and longitudinal double spin asymmetry in polarized deep inelastic scattering. Learn about the spin crisis, gluon polarizat

0 views • 26 slides


Dynamic Load Balancing in Block-Sparse Tensor Contractions

This paper discusses load balancing algorithms for block-sparse tensor contractions, focusing on dynamic load balancing challenges and implementation strategies. It explores the use of Global Arrays (GA), performance experiments, Inspector/Executor design, and dynamic buckets implementation to optim

1 views • 32 slides


Understanding Contractions and Apostrophes in English

Learn how contractions are formed in English by shortening words and replacing missing letters with apostrophes, enhancing your understanding of written and spoken language. Discover common contractions, their meanings, and how to correctly use apostrophes in contractions.

0 views • 8 slides


Understanding Possessive Pronouns and Contractions

Learn about possessive pronouns like its, her, his, our, and contractions such as it's, they're, who's, and the importance of correctly using them in writing to avoid errors. Practice examples to reinforce understanding.

0 views • 7 slides


Mastering Contractions in English: A Comprehensive Guide

Learn how to form and use contractions in English for more natural and fluent communication. Understand the rules behind contractions, practice common examples, and watch a helpful video tutorial to enhance your skills. Start using contractions confidently in your everyday conversations!

0 views • 10 slides


Understanding Contractions: A Handy Guide

Contractions are shortened forms of two words combined into one with an apostrophe. The first word always remains the same, but one or more letters, including a vowel, are removed from the second word and replaced by an apostrophe. Different types of contractions are explained, such as contractions

0 views • 15 slides


Understanding Contractions: A Comprehensive Guide

This informative content provides a detailed overview of contractions, highlighting how to create them by combining and squashing words. It explains the role of apostrophes in representing omitted letters and offers practical examples for better understanding. Additionally, it clarifies the disappea

0 views • 12 slides


Understanding Types of Muscle Actions in Physiology

Explore different types of muscle actions, including isometric contractions, isotonic contractions, concentric contractions, eccentric contractions, isokinetic contractions, and iso-inertial contractions. Each type plays a crucial role in muscle function and movement, with varying effects on muscle

0 views • 14 slides


Understanding the Physiology of Labor in Pregnancy

Labor, also known as parturition, is the process of uterine contractions leading to the expulsion of the fetus. Various hormonal changes, including increased estrogen levels, play a crucial role in triggering and regulating labor. The progression from a quiescent uterus to active contractions involv

0 views • 29 slides


Physiology of Labor: Onset and Key Hormonal Changes

Labor, or parturition, involves uterine contractions leading to the fetus's expulsion. Factors triggering labor include hormonal changes like increased estrogen and decreased progesterone, which stimulate uterine muscle activity. Telocytes play a role in spontaneous uterine activity, while oxytocin

0 views • 36 slides


Feasibility Study: Measuring Ruminal Contractions of Cattle Using an Inexpensive Electronic Veterinary Stethoscope

Effects of gastrointestinal motility in understanding disease and nutrition in cattle are actively researched. This study explores monitoring ruminal contractions using a cost-effective electronic stethoscope. The device, developed with Arduino technology, showed promising results in capturing inter

0 views • 35 slides


Communication Costs in Distributed Sparse Tensor Factorization on Multi-GPU Systems

This research paper presented an evaluation of communication costs for distributed sparse tensor factorization on multi-GPU systems. It discussed the background of tensors, tensor factorization methods like CP-ALS, and communication requirements in RefacTo. The motivation highlighted the dominance o

0 views • 34 slides


Understanding the Differences Between Informal and Formal Writing Styles

Explore the nuances of informal and formal writing through examples of contractions, idioms, phrasal verbs, imperatives, and more, to enhance your language proficiency. Learn when to use contractions, idioms, and exclamation points as you navigate between casual and professional writing styles.

0 views • 5 slides


Understanding Spontaneous Scalarization in Gravitational Theories

Spontaneous scalarization presents a unique phenomenon where compact objects experience field growth triggered by tachyonic instability, leading to stable field configurations. Explored in various theories, such as Horndeski gravity and scalar Gauss-Bonnet gravity, spontaneous scalarization is studi

0 views • 18 slides


Non-Negative Tensor Factorization with RESCAL

This article discusses non-negative tensor factorization with RESCAL, covering topics such as Non-Negative Matrix Factorization, Multiplicative Updates, RESCAL for Relational Learning, and Non-Negative Constraint for RESCAL. It explores how factorizing matrices/tensors into non-negative factors can

0 views • 11 slides


Nonstationary Configurations of a Spherically Symmetric Scalar Field

Action and stress-energy tensor, Einstein-Klein-Gordon equations, and method for constructing nonstationary configurations of a spherically symmetric scalar field are discussed in this study. The behavior of the characteristic function allows interpretations such as black holes, wormholes, or naked

0 views • 14 slides


Exploring Google's Tensor Processing Unit (TPU) and Deep Neural Networks in Parallel Computing

Delve into the world of Google's TPU and deep neural networks as key solutions for speech recognition, search ranking, and more. Learn about domain-specific architectures, the structure of neural networks, and the essence of matrix multiplication in parallel computing.

0 views • 17 slides


Instant Travel Time Estimation with Sparse Trajectories

This research by Dr. Yu Zheng aims to estimate travel time on road networks instantly using historical and current trajectories generated by vehicles. The methodology involves a context-aware tensor decomposition approach, optimal concatenation, and frequent trajectory pattern mining to address chal

0 views • 21 slides


Cutting-Edge Training Architecture Overview

Delve into the latest training innovations featuring NVIDIA Volta, Intel NNP-T/I, ScaleDeep, and vDNN. Learn about the impressive capabilities of the NVIDIA Volta GPU, Intel NNP-T with Tensor Processing Clusters, and Intel NNP-I for inference tasks. Explore the intricacies of creating mini-batches,

0 views • 32 slides


Understanding the Control of Heart Beat

The heart controls its own beat through the cardiac cycle initiated by the Sinoatrial node (SA node). This myogenic system allows the heart to contract and relax without the need for external impulses. The cardiac muscle responds to electrical waves, leading to synchronized contractions of the atria

0 views • 9 slides