Essays about: "Computation-intensive"

Showing result 1 - 5 of 12 essays containing the word Computation-intensive.

  1. 1. Introducing Machine Learning in a Vectorized Digital Signal Processor

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Linnéa Ridderström; [2023]
    Keywords : Digital Signal Processor DSP ; Application-Specific Integrated Circuit ASIC ; Machine Learning; Deep Learning; Convolutional Neural Network CNN ; Very Long Instruction Word VLIM ; Single Instruction Multiple Data SIMD ; Digital Signalprocessor DSP ; Applikation-Specifik Integrerad Krets ASIC ; Maskininlärning; Djupinlärning; Konvolutionella Neurala Nätverk CNN ; Very Long Instruction Word VLIW ; Single Instruction Multiple Data SIMD ;

    Abstract : Machine learning is rapidly being integrated into all areas of society, however, that puts a lot of pressure on resource costraint hardware such as embedded systems. The company Ericsson is gradually integrating machine learning based on neural networks, so-called deep learning, into their radio products. READ MORE

  3. 2. Mixed Precision Quantization for Computer Vision Tasks in Autonomous Driving

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Sri Janani Rengarajan; [2022]
    Keywords : Quantization; Neural Networks; Quantization Aware Training; Mixed precision; Semantic segmentation; Hessian; Kvantisering; Neurala nätverk; Kvantiseringsmedveten träning; Blandad precision; Semantisk segmentering; Hessian;

    Abstract : Quantization of Neural Networks is popular technique for adopting computation intensive Deep Learning applications to edge devices. In this work, low bit mixed precision quantization of FPN-Resnet18 model trained for the task of semantic segmentation is explored using Cityscapes and Arriver datasets. READ MORE

  4. 3. A Performance Comparison of an Event-Driven Node.js Web Server and Multi-Threaded Web Servers

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Isak Vilhelmsson; [2021]
    Keywords : Node.js; Apache; IIS; Go; Web server; MySQL; Node.js; Apache; IIS; Go; Webbserver; MySQL;

    Abstract : The goal of this study is to conduct a performance comparison betweenNode.js, Apache, Internet Information Services (IIS) and Go web servers in terms of throughput and memory consumption in both Input/Output (I/O)-intensive and computation-intensive situations. READ MORE

  5. 4. Statistical Approach for the Design of Refresh-Free eDRAM with Retention Timing Constraint

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Arturo Prieto; [2019]
    Keywords : Memory; eDRAM; DRAM; SRAM; IC; Refresh; Statistics; Importance Sampling; Monte Carlo; Technology and Engineering;

    Abstract : In digital integrated circuits, memories are often a limiter for main performance, power and area. Over the past decade, integrated memories have gained dominance in terms of area and power cost. In applications like machine learning or image processing the area share can be above 80% consuming more than 50% of the total power budget. READ MORE

  6. 5. IoT-NETZ: Spoofing Attack Mitigation in IoT Network

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Hamzeh Mohammadnia; [2019]
    Keywords : ;

    Abstract : The phenomenal growth of the Internet of Things (IoT) and popularity of the mobile stations have rapidly increased the demand of WLAN network (known as IEEE 802.11 and WiFi). WLAN is a low-cost alternative of the cellular network and being an unlicensed spectrum to build the master plan of embedding the Internet in everything-&-anywhere. READ MORE