Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"Data Valuation"”.
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Data-Centric Machine Learning for Speech and Audio
… is growing recognition of the importance of data-centric methods for building machine learning systems. Data-centric methods assume a fixed model and iterate over the data to improve system performance. This is in contrast to traditional model-centric approaches, which assume a fixed dataset …
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ModelPred: A Framework for Predicting Trained Model from Training Data
… to understand the impact of changes in training data on a trained model. This is critical for building trust in various stages of a machine learning pipeline: from cleaning poor-quality samples and tracking important ones to be collected during data preparation, to calibrating uncertainty of …
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Development of a Multicriteria Spatial Decision Support System with Application to the Economic Optimization of Aircraft Based Weather Data Collection
… of the Troposherical Airborne Meteorological Data Reporting (TAMDAR), an aircraft-based meteorological data collection system. In the envisioned TAMDAR system, meteorological data collected by the onboard sensors of selected aircraft are transmitted to the ground as aircraft fly their …
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Advances in Meta-Learning, Robustness, and Second-Order Optimisation in Deep Learning
… Machine learning methods are typically very data hungry. Although modern machine learning has been hugely effective in solving real-world problems, these success stories are largely limited to settings where there is an enormous amount of domain-relevant data available. The field of …