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pro vyhledávání: '"Guitart, Jordi"'
Machine Learning (ML) models struggle with data that changes over time or across domains due to factors such as noise, occlusion, illumination, or frequency, unlike humans who can learn from such non independent and identically distributed data. Cons
Externí odkaz:
http://arxiv.org/abs/2306.11955
Autor:
Liu, Peini, Guitart, Jordi
Containerization technology offers lightweight OS-level virtualization, and enables portability, reproducibility, and flexibility by packing applications with low performance overhead and low effort to maintain and scale them. Moreover, container orc
Externí odkaz:
http://arxiv.org/abs/2211.11487
Autor:
Bravo-Rocca, Gusseppe, Liu, Peini, Guitart, Jordi, Dholakia, Ajay, Ellison, David, Hodak, Miroslav
Increasing a ML model accuracy is not enough, we must also increase its trustworthiness. This is an important step for building resilient AI systems for safety-critical applications such as automotive, finance, and healthcare. For that purpose, we pr
Externí odkaz:
http://arxiv.org/abs/2204.14255
Autor:
Guitart, Jordi
Publikováno v:
In Journal of Systems Architecture July 2024 152
Autor:
Bravo-Rocca, Gusseppe, Liu, Peini, Guitart, Jordi, Dholakia, Ajay, Ellison, David, Falkanger, Jeffrey, Hodak, Miroslav
Machine Learning (ML) is more than just training models, the whole workflow must be considered. Once deployed, a ML model needs to be watched and constantly supervised and debugged to guarantee its validity and robustness in unexpected situations. De
Externí odkaz:
http://arxiv.org/abs/2111.03003
Autor:
Bravo-Rocca, Gusseppe, Liu, Peini, Guitart, Jordi, Dholakia, Ajay, Ellison, David, Falkanger, Jeffrey, Hodak, Miroslav
Publikováno v:
In Expert Systems With Applications 15 September 2022 202
Akademický článek
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Publikováno v:
In Energy Conversion and Management 15 March 2016 112:135-145
Autor:
Liu, Peini1,2 (AUTHOR) peini.liu@bsc.es, Guitart, Jordi1,2 (AUTHOR)
Publikováno v:
Journal of Supercomputing. Jun2021, Vol. 77 Issue 6, p6273-6312. 40p.
Autor:
Goiri, Íñigo, Haque, Md E., Le, Kien, Beauchea, Ryan, Nguyen, Thu D., Guitart, Jordi, Torres, Jordi, Bianchini, Ricardo
Publikováno v:
In Ad Hoc Networks February 2015 25 Part B:520-534