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Skip to Search Results- 1Automated Data Augmentation
- 1Automated Machine Learning
- 1Cloud computing
- 1Coded permutation gossips
- 1Cooperative machine learning
- 1Data dissemination
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Fall 2017
Massive amounts of user behavior logs and sensor data are generated on mobile devices, which can help to improve the usability of social media apps and other intelligent apps. However, collecting such personal data may spark privacy and legal concerns. Recently, many efforts in both academia and...
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Cooper: Expedite Batch Data Dissemination in Computer Clusters with Coded Permutation Gossips
DownloadSpring 2015
Data transfers happen frequently in server clusters for software and application deployment, and in parallel computing clusters to transmit parameters in batches among servers between computation stages. This thesis presents Cooper, an optimized prototype system to speedup multi-batch data...
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On Applications of Multi-Armed Bandit and Bayesian Optimization Approaches for AutoML Problems
DownloadSpring 2022
Automated Machine Learning (AutoML) aims to alleviate human efforts and automate the time-consuming and iterative processes in the development of machine learning methods. In this thesis, we study two AutoML tasks: automated Data Augmentation (DA) and Hyperparameter Optimization (HPO). Automated...