Essays about: "sample-efficient reinforcement learning"
Found 3 essays containing the words sample-efficient reinforcement learning.
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1. Improving sample-efficiency of model-free reinforcement learning algorithms on image inputs with representation learning
University essay from Göteborgs universitet/Institutionen för data- och informationsteknikAbstract : Reinforcement learning struggles to solve control tasks on directly on images. Performance on identical tasks with access to the underlying states is much better. READ MORE
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2. Model-based Residual Policy Learning for Sample Efficient Mobile Network Optimization
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Reinforcement learning is a powerful tool which enables an agent to learn how to control complex systems. However, during the early phases of training, the performance is often poor. READ MORE
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3. Model Based Reinforcement Learning for Automatic Tuning of Cavity Filters
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : As telecommunication continues developing, the demand for mass production of well calibrated Base Transceiver Stations (BTS) components increases. Cavity Filters are an essential piece of every BTS; however, manufacturing tolerances often lead to detuned filters which require costly post-production fine tuning. READ MORE
