使用 MLflow 和矢量搜索构建企业级 GenAI 应用（重复）.pdf

1、2024 Databricks Inc.All rights reservedGeneral-Corning(L4)BUILDING ENTERPRISEBUILDING ENTERPRISE-GRADE GENERATIVE AI GRADE GENERATIVE AI APPLICATIONS WITH APPLICATIONS WITH MLFLOW AND DATABRICKS MLFLOW AND DATABRICKS VECTOR SEARCHVECTOR SEARCHDenis Kamotsky and Pulkit ChadhaDenis Kamotsky and Pulkit

2、 Chadha06/11/202406/11/202412024 Databricks Inc.All rights reservedGeneral-Corning(L4)Principal Software EngineerPart of Corning since 2020Focused on ML EngineeringInterested in NLP and information retrievalSenior Enterprise Solutions Architect at DatabricksPart of Databricks since 2021Author of“Dat

3、a Engineering with Databricks Cookbook”Denis KamotskyDenis KamotskyPulkit ChadhaPulkit Chadha2ABOUT USABOUT USAgendaAgendaMosaic AI OverviewAbout CorningGenAI at CorningCorning+Databricks Journey on GenAIFuture Direction of Corning+Databricks2024 Databricks Inc.All rights reservedGeneral-Corning(L4)

4、2024 Databricks Inc.All rights reserved4Mosaic AIMosaic AIThe Architecture ViewThe Architecture View2024 Databricks Inc.All rights reservedGeneral-Corning(L4)Gen AI Architecture PatternsDatabricks Mosaic AI is the only provider that enables every architectural pattern5 Foundation Model Adaptation(Pr

5、ivate Preview)Model ServingMLflow DBRX(or customers chosen model)Model Evaluation(coming soon)Foundation Model TrainingModel Serving DBRX(or customers chosen model)Model ServingVector SearchMLflow DBRX(or customers chosen model)Mosaic AI RAG Framework(coming soon)Model ServingMLflow DBRX(or customer

6、s chosen model)Unity Catalog|Lakehouse Monitoring Foundation Model Adaptation(Private Preview)Model ServingVector SearchMLflow DBRX(or customers chosen model)Model Evaluation(coming soon)*Retrieval Augmented GenerationUse An Existing LLMCustomize LLM with Data:RAG*Fine-TuningFine-Tuning+RAG*Build yo