Sökning: "Yantian You"

Hittade 2 uppsatser innehållade orden Yantian You.

  1. 1. Cloud Auto-Scaling Control Engine Based on Machine Learning

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Yantian You; [2018]
    Nyckelord :Cloud Computing; Virtualization; Orchestration; OpenStack; Auto-scaling; Machine learning; Molnet Datoranvändning; Virtualisering; Orkestration; OpenStack; Auto-skalering; Maskininlärning;

    Sammanfattning : With the development of modern data centers and networks, many service providers have moved most of their computing functions to the cloud.  Considering the limitation of network bandwidth and hardware or virtual resources, how to manage different virtual resources in a cloud environment so as to achieve better resource allocation is a big problem. LÄS MER

  3. 2. Sparsity Analysis of Deep Learning Models and Corresponding Accelerator Design on FPGA

    Uppsats för yrkesexamina på grundnivå, KTH/Skolan för informations- och kommunikationsteknik (ICT)

    Författare :Yantian You; [2016]
    Nyckelord :Deep machine learning; DBN; CNN; Multiplication-avoiding; FPGA; MNIST;

    Sammanfattning : Machine learning has achieved great success in recent years, especially the deep learning algorithms based on Artificial Neural Network. However, high performance and large memories are needed for these models , which makes them not suitable for IoT device, as IoT devices have limited performance and should be low cost and less energy-consuming. LÄS MER