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On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice

Li Yang, Abdallah Shami
2020 Neurocomputing  
Although several automatic optimization techniques exist, they have different strengths and drawbacks when applied to different types of problems.  ...  Many available libraries and frameworks developed for hyper-parameter optimization problems are provided, and some open challenges of hyper-parameter optimization research are also discussed in this paper  ...  Osprey Osprey [119] is a Python library designed to optimize hyper-parameters. Several HPO strategies are available in Osprey, including GS, RS, BO-TPE (via Hyperopt), and BO-GP (via GPyOpt).  ... 
doi:10.1016/j.neucom.2020.07.061 fatcat:xrizwqtr7retpbs5xfnkqqyia4

Same Water, Difference Dreams: Salient Lessons of the Sino-Japanese War for Future Naval Warfare

Andrew Rhodes
2020 MCU Journal  
The Sino-Japanese War of 1894–95 remains a cautionary tale full of salient lessons for future conflict.  ...  American officers considering the role of the sea Services in a future war must understand the history and organizational culture of the Chinese military and consider how these factors shape the Chinese  ...  Without such a rationale, it is difficult to highlight problems and recommended changes. Further analysis will be through the sub-bureaucratic analysis lens.  ... 
doi:10.21140/mcuj.20201102002 fatcat:i75a5j73pbd4vax543d74t2i6a

Technology for Humanitarian Action [chapter]

To Bear Witness  
Preston Marshall (XG) and Larry Jackal (cognitive radio) of DARPA, Mitch Kokar of Northeastern University (ontology-based radio), and Cliff Weinstien of MIT Lincoln Laboratory (natural language processing  ...  ) for continuing stimulating technical dialogues on the broad range of topics represented here.  ...  A further method for extracting energy from biomass involves the production of vegetable oils. The process of oil extraction is very similar to the process used to extract edible oil from plants.  ... 
doi:10.2307/j.ctt13x0296.33 fatcat:jg6omvfhxncwvgcj7gzw5kin2i