20250173597. Optimizing Placement (Amazon Technologies, .)
OPTIMIZING PLACEMENT OF FINE-TUNED MACHINE LEARNING MODELS AT HOST SYSTEMS
Abstract: optimal host placement is performed for fine-tuned machine learning models. a request to place a machine learning model, that is a base model for a fine-tuned machine learning model, is received at a machine learning service. different machine learning models are identified that are respective delta models with respect to the base models. both the base model and the delta models are placed on the host system.
Inventor(s): Andrea Olgiati, Lakshmi Naarayanan Ramakrishan, Rajendra Kumar Vippagunta, Saurabh Mukund Trikande, Zhi Cong Tan, David Nigenda, Xu Deng, Rakesh Ramakrishan, Venkatesh Krishnan
CPC Classification: G06N20/00 (Machine learning)
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Categories:
- Patent Applications
- Amazon Technologies, Inc.
- CPC G06N20/00
- Andrea Olgiati of Gilroy CA US
- Lakshmi Naarayanan Ramakrishan of Redmond WA US
- Rajendra Kumar Vippagunta of Issaquah WA US
- Saurabh Mukund Trikande of Bothell WA US
- Zhi Cong Tan of Burnaby CA
- David Nigenda of Lake Stevens WA US
- Xu Deng of Shoreline WA US
- Rakesh Ramakrishan of Issaquah WA US
- Venkatesh Krishnan of Redmond WA US