Essays about: "Unsupervised state-of-the-art algorithms"
Showing result 1 - 5 of 16 essays containing the words Unsupervised state-of-the-art algorithms.
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1. Deep Learning-Based Anomaly Detection for Predictive Maintenance of Cold Isostatic Press
University essay from Mälardalens universitet/Akademin för innovation, design och teknikAbstract : Predictive maintenance is an automated technique that analyses sensor data from industrial systems to enable downtime planning. Available for this study is unlabelled data from sensors placed in proximity to hydraulic system outlets of a cold isostatic press. READ MORE
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2. Generative AI for Synthetic Data
University essay from Lunds universitet/Institutionen för reglerteknikAbstract : Synthetic data generation has emerged as a valuable technique for addressing data scarcity and privacy concerns and improving machine learning algorithms. This thesis focuses on progressing the field of synthetic data generation, which may play a crucial role in AI-heavy industries such as telecommunications. READ MORE
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3. Tackling Non-Stationarity in Reinforcement Learning via Latent Representation : An application to Intraday Foreign Exchange Trading
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Reinforcement Learning has applications in various domains, but the typical assumption is of a stationary process. Hence, when this hypothesis does not hold, performance may be sub-optimal. READ MORE
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4. 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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5. Anomaly Detection in Riding Behaviours : Using Unsupervised Machine Learning Methods on Time Series Data from Micromobility Services
University essay from Umeå universitet/Institutionen för matematik och matematisk statistikAbstract : The global micromobility market is a fast growing market valued at USD 40.19 Billion in 2020. As the market grows, it is of great importance for companies to gain market shares in order to stay competitive and be the first choice within micromobility services. This can be achieved by, e. READ MORE
