Essays about: "Model Compression"

Showing result 1 - 5 of 117 essays containing the words Model Compression.

  1. 1. Deep Neural Network Compression for Object Detection and Uncertainty Quantification

    University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

    Author : Mohammad Ahraz Asif; Georgios Tzelepis; [2019-11-21]
    Keywords : Deep Learning; Model Compression; Knowledge Distillation; Bayesian Deep Learning; Object Detection;

    Abstract : Neural networks have been notorious for being computational expensive. Their demand for hardware resources prohibits their extensive use in embedded devices and puts restrictions on tasks like real time tracking. READ MORE

  2. 2. Effects of Video Compression formats on Neural Network Performance

    University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

    Author : Marko Stanoevich; Jonathan Partain; [2019-11-18]
    Keywords : ;

    Abstract : The field of autonomous vehicles and driverless carsis a field which makes extensive use of machine learning andartificial intelligence, relying on it to make decisions. Thesedecisions require a vast amount of data in order to be properlyinferred. READ MORE

  3. 3. DEVELOPING A FURNITURE TEST MACHINE ACCORDING TO NATIONAL STANDARDS : ENSURING QUALITY AND CREDIBILITY FOR THE SMEES IN SOUTH AFRICA

    University essay from Högskolan i Skövde/Institutionen för ingenjörsvetenskap; Högskolan i Skövde/Institutionen för ingenjörsvetenskap

    Author : Marcus Berglund; Martin Karlgren; [2019]
    Keywords : South Africa; SMMEs; Furniture; Test machine; Standards;

    Abstract : In South Africa where the unemployment is immense, Small Micro and Medium enterprises (SMMEs) provide more than half of all job opportunities. Furntech, a non-profit organisation that works with vocational training and incubation within the furniture manufacturing sector in South Africa, wants to expand their testing laboratory with a machine to test mattresses according to local standards. READ MORE

  4. 4. Innovation and Optimization of Energy Systems in the Temporary Entertainment Events Industry : Modeling & Optimization of temporary energy systems

    University essay from KTH/Kraft- och värmeteknologi

    Author : Vasco Mergulhao; [2019]
    Keywords : ;

    Abstract : An unprecedented view into the nature of energy systems in the Temporary Entertainment Events Industry (TEEI) is developed. A characterization of the context of the latter and its energy systems state-of-the-art is performed. READ MORE

  5. 5. An introduction to some ordinary differential equations governing stellar structures

    University essay from Lunds universitet/Matematik (naturvetenskapliga fakulteten)

    Author : Yani di Giovanni; [2019]
    Keywords : Mathematics and Statistics;

    Abstract : The Lane-Emden equation is a non-linear differential equation governing the equilibrium of polytropic stationary self-gravitating, spherically symmetric star models; $${\frac {1}{\xi ^{2}}}{\frac {d}{d\xi }}\left({\xi ^{2}{\frac {d\theta }{d\xi }}}\right)+\theta ^{n}=0.$$ In the isothermal cases we have the Chandrasekhar equation: $${\frac {1}{\xi ^{2}}}{\frac {d}{d\xi }}\left({\xi ^{2}{\frac {d\psi}{d\xi }}}\right)-e^{-\psi}=0$$ After having derived these models, we will go through all cases for which analytic solutions are achievable. READ MORE