Robinhood Markets 正在对模型进行微调以提高准确性和降低延迟.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.IND392Fine-Tuning Models for Accuracy and Latency at Robinhood MarketsViraj PadteSr.Solutions Architect,Amazon Web Services(AWS)Nikhil SinghalSr.Staff ML Engineer,Ro

2、binhood MarketsDavide GiovanardiSr.ML Engineer,Robinhood Markets 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What do leaders in GenAI adoption focus on?Better accuracyThrough curated data,evals and continuous tuningLower costThrough right sizing,quantization and efficient infe

3、renceLower latencyThrough right model selection and optimized deployment paths 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Turning Expectations in Reality-Robinhoods Journey 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its

4、affiliates.All rights reserved.Robinhoods AI VisionDemocratize finance for all by harnessing the transformative power of AI and machine learning.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Powering Mission Critical Agentic AppsCryptoEquityThis is not a recommendation.Image for

5、 illustrative purposes only.Robinhood Cortex Digests 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Robinhood Cortex:Custom Indicators and ScansCustom Indicators:building of trading indicators via plain EnglishCustom Scans:identifying symbols that match your strategyUse case:sign

6、als and opportunity feeds without writing scripts 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.USER PROMPTRESPONSE TO USERINTENT,UNDERSTANDING&PLANNINGKNOWLEDGE&TOOL ACCESSREASONING&SUMMARIZINGCOMPLIANCE&QUALITY VALIDATIONINTELLIGENT FEEDBACKLOOPHUMAN AGENTAmazon Bedrock Amazon