Essays about: "reinforcement learning"

Showing result 1 - 5 of 172 essays containing the words reinforcement learning.

  1. 1. Resource Optimal Neural Networks for Safety-critical Real-time Systems

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

    Author : Joakim Åkerström; [2020-07-10]
    Keywords : Data science; machine learning; deep learning; neural networks; network compression; network acceleration; safety-critical systems; real-time systems;

    Abstract : Deep neural networks consume an excessive amount of hardware resources, makingthem difficult to deploy to real-time systems. Previous work in the field of networkcompression lack the explicit hardware feedback necessary to control the resourceconstraints imposed by such systems. READ MORE

  2. 2. Collision Avoidance for a Fence Inspecting Drone Operating at an Airport

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

    Author : Fanny Radesjö; [2020]
    Keywords : ;

    Abstract : Many important facilities are surrounded by security fences that need to be regularly inspected for damage. To automate this task it has been proposed to use a drone equipped with a camera. READ MORE

  3. 3. Predicting Container-Level Power Consumption in Data Centers using Machine Learning Approaches

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Rasmus Bergström; [2020]
    Keywords : Cloud; Data Center; Prediction; Machine Learning; Climate Change; Environment;

    Abstract : Due to the ongoing climate crisis, reducing waste and carbon emissions has become hot topic in many fields of study. Cloud data centers contribute a large portion to the world’s energy consumption. READ MORE

  4. 4. Machine Learning Technique for Beam Management in 5G NR RAN at mmWave Frequencies

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

    Author : Joel Bill; Gustav Fahlén; [2020]
    Keywords : Machine Learning; Reinforcement Learning; Beam Management; Beam Tracking; mmWaves; Technology and Engineering;

    Abstract : Ericsson has an interest in investigating if the fast-growing concept known as machine learning can be applied to beam management, in a 5G NR environment using mmWave frequencies. Because of the high path-loss at mmWave frequencies and high throughput demands of 5G NR systems it is crucial to the UE to always stay connected to the most suitable beam, to provide highest possible throughput. READ MORE

  5. 5. In Search of Pleasure : Decision-Making in Uncertainty

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Leo Kowalski; [2020]
    Keywords : decision-making; emotion; learning; reward;

    Abstract : Everyday people seek pleasant experiences, acting in ways they believe will lead to emotional gratification. By engaging with the world people learn about which actions lead to certain outcomes and use this information to navigate their environment. READ MORE