منابع مشابه
Transfer Learning Progress and Potential
84 AI MAGAZINE As evidenced by the articles in this special issue, transfer learning has come a long way in the past five or so years, partially because of DARPA’s Transfer Learning program, which sponsored much of the work reported in this issue.1 Work conducted as part of this program and work conducted under other auspices, as evidenced by the many conference and workshop papers,2 demonstrat...
متن کاملInitial Progress in Transfer for Deep Reinforcement Learning Algorithms
As one of the first successful models that combines reinforcement learning technique with deep neural networks, the Deep Q-network (DQN) algorithm has gained attention as it bridges the gap between high-dimensional sensor inputs and autonomous agent learning. However, one main drawback of DQN is the long training time required to train a single task. This work aims to leverage transfer learning...
متن کاملNuclear transfer: Progress and quandaries
Cloning mammals by nuclear transfer is a powerful technique that is quickly advancing the development of genetically defined animal models. However, the overall efficiency of nuclear transfer is still very low and several hurdles remain before the power of this technique will be fully harnessed. Among these hurdles include an incomplete understanding of biologic processes that control epigeneti...
متن کاملMicrobial Research: Progress and Potential
Toranzos of NSF provided guidance and logistical support for the workshop. We thank Myrna Watanabe for help with report preparation. Executive Summary Introduction The National Science Foundation (NSF) Microbial Observatory (MO) and Life in Extreme Environments (LExEn) programs have fostered significant advances in microbial ecosystems research in a wide variety of natural environments. The inv...
متن کاملInsulin degradation: progress and potential.
Insulin degradation is a regulated process that plays a role in controlling insulin action by removing and inactivating the hormone. Abnormalities in insulin clearance and degradation are present in various pathological conditions including type 2 diabetes and obesity and may be important in producing clinical problems. The uptake, processing, and degradation of insulin by cells is a complex pr...
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ژورنال
عنوان ژورنال: AI Magazine
سال: 2011
ISSN: 0738-4602,0738-4602
DOI: 10.1609/aimag.v32i1.2333