Tensor processing unit - PowerPoint PPT Presentation


National Food Processing Policy and Its Importance

National Food Processing Policy aims to address the significant wastage in food production through value addition and efficient processing. The policy highlights the reasons for food processing, including reducing losses in the supply chain and enhancing quality. It emphasizes creating an enabling e

1 views • 19 slides


OBPMark and OBPMark-ML: Computational Benchmarks for Space Applications

OBPMark and OBPMark-ML are computational benchmarks developed by ESA and BSC/UPC for on-board data processing and machine learning in space applications. These benchmarks aim to standardize performance comparison across different processing devices, identify key parameters, and provide recommendatio

10 views • 20 slides



Introduction to Spark Streaming for Large-Scale Stream Processing

Spark Streaming, developed at UC Berkeley, extends the capabilities of Apache Spark for large-scale, near-real-time stream processing. With the ability to scale to hundreds of nodes and achieve low latencies, Spark Streaming offers efficient and fault-tolerant stateful stream processing through a si

0 views • 30 slides


Real-Time Data Insights with Azure Databricks

Processing high-volume data in real-time can be achieved efficiently using Azure Databricks, a powerful Apache Spark-based analytics platform integrated with Microsoft Azure. By transitioning from batch processing to structured streaming, you can gain valuable real-time insights from your data, enab

0 views • 23 slides


Efficient Layout Planning for Seed Processing Plant

Seed processing is crucial for removing contaminants and drying seeds to a safe moisture level. Planning a seed processing plant layout involves considering factors like types of seeds, operation size, equipment selection, location, labor availability, and more. Components of the building layout inc

1 views • 25 slides


Draft Permit No. 5142M8: Willow Lake Gas Processing Facility Overview

The Willow Lake Gas Processing Facility, operated by Crestwood New Mexico Pipeline LLC, has a history of construction and operation, including the addition of compressor engines and equipment to enhance gas processing capabilities. The Draft Permit No. 5142M8 outlines proposed modifications, such as

1 views • 8 slides


New Policy for Systematic Processing of Long Term Care Admissions

This policy outlines significant changes in the processing of long-term care admissions through MEDI, aiming to streamline the submission process, improve efficiency, and reduce delays in reimbursement. Key updates include systematic editing upon submission, eligibility criteria for systematic proce

2 views • 34 slides


Opportunities in Ethiopia's Agro-Processing Industry

Ethiopia stands out as a leader in raw material production for agro-processing industries, offering opportunities in dairy, juice processing, edible oil processing, poultry, beef production, and tomato processing. With abundant resources, suitable climate conditions, and a growing domestic market, E

0 views • 8 slides


Significance of Raw Materials in Food Processing

Effective selection of raw materials is crucial for ensuring the quality of processed food products. The quality of raw materials directly impacts the final products, making it important to procure materials that align closely with processing requirements. Quality evaluation, including microbiologic

2 views • 30 slides


Recent Developments in GAMIT/GLOBK for GNSS Processing

Significant updates and future developments in GAMIT/GLOBK for GNSS processing include processing of multiple constellations independently, transition to secure HTTP for code distribution, addition of azimuth field for station alignment, and regular updates schedule. Higher-order ionosphere and rapi

0 views • 10 slides


Understanding Computer Vision and Image Processing

Introduction to the fields of computer vision and image processing, exploring their differences and how they intertwine. Computer vision focuses on processing images for computer use, while image processing enhances images for human consumption. Topics include image analysis, restoration, enhancemen

1 views • 100 slides


Unlocking Opportunities in Food and Agro-Processing in Nigeria

Explore the potential for food and agro-processing in Nigeria to generate income, enhance food security, and boost the economy. Learn about the objectives, strategies, and reasons behind agro-processing activities, as well as the growing demand for convenience and processed foods in the country. Dis

2 views • 46 slides


SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Processing Using DRAM

SIMDRAM introduces a novel framework for efficient computation in DRAM, aiming to overcome data movement bottlenecks. It emphasizes Processing-in-Memory (PIM) and Processing-using-Memory (PuM) paradigms to enhance processing capabilities within DRAM while minimizing architectural changes. The motiva

2 views • 14 slides


Understanding Computer Processing Systems

Computer processing systems consist of various components such as the control unit, ALU, input unit, CPU, output unit, memory, and more. Input devices feed raw data to the computer, while output devices provide processed information. The CPU plays a crucial role in executing instructions and data pr

0 views • 13 slides


Principles of Mineral Processing in Extractive Metallurgy

Introduction to the principles of mineral processing focusing on the scope, physical characteristics, and economics of ore processing. The syllabus covers terminology, mineral resources in India, and the processing of industrial minerals like Haematite, Galena, and Chalcopyrite. Learn about ore depo

3 views • 20 slides


Overview of Digital Signal Processing (DSP) Systems and Implementations

Recent advancements in digital computers have paved the way for Digital Signal Processing (DSP). The DSP system involves bandlimiting, A/D conversion, DSP processing, D/A conversion, and smoothing filtering. This system enables the conversion of analog signals to digital, processing using digital co

0 views • 24 slides


Advancements in Signal Processing for ProtoDUNE Experiment

The team, including Xin Qian, Chao Zhang, and Brett Viren from BNL, leverages past experience in MicroBooNE to outline a comprehensive work plan for signal processing in ProtoDUNE. Their focus includes managing excess noise, addressing non-functional channels, and evolving signal processing techniqu

1 views • 23 slides


Understanding Sampling and Signal Processing Fundamentals

Sampling plays a crucial role in converting continuous-time signals into discrete-time signals for processing. This lecture covers periodic sampling, ideal sampling, Fourier transforms, Nyquist-Shannon sampling, and the processing of band-limited signals. It delves into the relationship between peri

1 views • 60 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


Developing a Successful Backup Processing Strategy

This unit explores backup processing alternatives, contingency planning, and the importance of selecting and implementing alternate processing support in advance. It emphasizes the need for well-documented strategies to ensure rapid recovery from disruptions in data processing, along with identifyin

1 views • 128 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


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


Enhancing Near-Data Processing with Active Routing

Explore the implementation and benefits of Active-Routing for efficient data processing in memory networks. Motivated by the increasing demands for memory in graph processing and deep learning, this approach aims to reduce data movement, energy consumption, and costs associated with processing large

0 views • 46 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


Unit Name Details and Specifications

Explore the details and specifications of various units including deployment distance, size, weapon details, actions, and characteristics for Unit Name 1, Unit Name 2, Unit Name 3, and Unit Name 4. Each unit has its own unique attributes and is depicted with an image for reference.

0 views • 8 slides


Overview of RNMRTK Software for NMR Data Processing

Rowland NMR Toolkit (RNMRTK) is a comprehensive software platform primarily used for NMR data processing tasks such as running MaxEnt, apodization, DFT processing, linear prediction, and more. It offers a robust set of tools for various processing needs and supports efficient parallel processing. RN

0 views • 17 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 Transaction Processing Systems (TPS)

Transaction Processing Systems (TPS) are vital components in capturing, storing, and processing data generated from various business transactions. They ensure efficient handling of high volumes of data while maintaining accuracy, security, and privacy. TPS operate through automated data entry, batch

0 views • 24 slides


Centre of Excellence in Signal Processing Activities and Progress Report

Broad areas of signal processing activities at the Centre of Excellence in Signal Processing include audio, speech, language, medical image processing, computer vision, wireless communications, and machine learning. The center focuses on addressing various challenges in audio/speech recognition, emo

0 views • 17 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


Understanding Edge Computing for Optimizing Internet Devices

Edge computing brings computing closer to the data source, minimizing communication distances between client and server for reduced latency and bandwidth usage. Distributed in device nodes, edge computing optimizes processing in smart devices instead of centralized cloud environments, enhancing data

0 views • 32 slides


Understanding Multi-Processing in Computer Architecture

Beginning in the mid-2000s, a shift towards multi-processing emerged due to limitations in uniprocessor performance gains. This led to the development of multiprocessors like multicore systems, enabling enhanced performance through parallel processing. The taxonomy of Flynn categories, including SIS

0 views • 46 slides


Insight into PEPS Data Processing Architecture by Erwann Poupard

Erwann Poupard, a Software Ground System Engineer at CNES, Toulouse, France, plays a crucial role in the PEPS data processing architecture. The outline covers PEPS HPSS data storage statistics, current data processing trends, and future plans including PEPS V2 development. Explore PEPS processing ch

0 views • 8 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


Data Processing and Preprocessing Summary

In this document, Aymeric Sauvageon from CEA/DRF/Irfu/DAp presents a detailed overview of the preprocessing steps involved in data processing from L0 to L1. It covers the definition of L0/L1 and coding, utilization of the database for processing, input file specifications from China, packet content

0 views • 11 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 Unit Testing in Software Engineering

Concept Software is a discipline comprising various code pieces. Testing these codes together is complex but vital in Software Engineering. The process includes early testing like unit tests, pairwise/multiple component testing, module testing, integration testing, user tests, alpha tests, beta test

0 views • 6 slides