利用 MDB Atlas（由 MongoDB 赞助）推动企业级 AI 创新.pdf

1、Driving AI Innovation at the Enterprise Level with MongoDB AtlasAngie GuemesSr.Specialist,MongoDBWELCOMEDAT103-SAgendaAI and the innovation challengeThe AI Breakthrough promiseThe visionWhy are most AI initiatives failing?Operational Data Layer as a solutionWhat is an ODL?Layers of ODLMongoDB Atlas

2、as ODL to enable innovation5 enablersAgendaThe AI breakthrough promiseGenerative AIAI Powered SearchRetrieval Augmented Generation(RAG)Agents and Multi AgentsDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi Agents-Foundation Models,Domain specific generati

3、onDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi AgentsVector/Hybrid Search,Embedding Models,Rerankers-Foundation Models,Domain specific generationDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi AgentsVector/H

4、ybrid Search,Embedding Models,RerankersLLM+AI powered search-Foundation Models,Domain specific generationDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi AgentsVector/Hybrid Search,Embedding Models,RerankersLLM+AI powered searchLLM+Perception,Planning,Tool

5、s,Memory-Foundation Models,Domain specific generationDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi AgentsVector/Hybrid Search,Embedding Models,RerankersLLM+AI powered searchLLM+Perception,Planning,Tools,Memory-Improve customer experience,and enhance ope

6、rational efficiencyFoundation Models,Domain specific generationDelivering AI transformation for industriesGenerative AIAI-Powered SearchRAGAgents and Multi AgentsVector/Hybrid Search,Embedding Models,RerankersLLM+AI powered searchLLM+Perception,Planning,Tools,Memory-Improve customer experience,and e