AI&BI GENIE 簡介 - 面向業務用戶的全新對話式分析體驗（重復）.pdf

1、2024 Databricks Inc.All rights reservedAI/BI Genie AI/BI Genie-Intro and Best Intro and Best PracticesPracticesChao Cai,Sr.Director of EngineeringChao Cai,Sr.Director of EngineeringHanlin Sun,Associate Product ManagerHanlin Sun,Associate Product ManagerThis information is provided to outline Databri

2、cks general product direction and is for informational purposes only.Customers who purchase Databricks services should make their purchase decisions relying solely upon services,features,and functions that are currently available.Unreleased features or functionality described in forward-looking stat

3、ements are subject to change at Databricks discretion and may not be delivered as planned or at allProduct safe harbor statementDatabricks Databricks AI/BIAI/BIIntelligent analytics Intelligent analytics for realfor real-world dataworld dataDashboardsGenieDashboardsGenieGoverned and Secured with Uni

4、ty CatalogGenerally AvailablePublic Preview2024 Databricks Inc.All rights reservedIntroducing AI/BI GenieIntroducing AI/BI GenieNow in Public Preview Natural Language AnalyticsNatural Language AnalyticsDirect Guidance/ControlDirect Guidance/ControlLearns Over TimeLearns Over Time2024 Databricks Inc.

5、All rights reserved Motivation for Genie Genie Fundamentals How to Set Up Genie End User Experience How Genie Learns Over Time Live Demo5AgendaAgenda2024 Databricks Inc.All rights reservedMotivation for Motivation for GenieGenie2024 Databricks Inc.All rights reservedOur mission is to democratize dat

6、a+AIOur mission is to democratize data+AIfor everyonefor everyoneThe Challenge with BIThe Challenge with BIConventional Text2SQLConventional Text2SQLSemantic ModelLLMQuestionSQLPre-modeled semanticsWe designed Genie toWe designed Genie toGENIEGENIEQuery AgentQuery AgentAI AgentsSemanticUnderstanding

7、1.Continuously learn your data+semantics 1.Include controls for guidance+oversight 1.Be easy and secure for business users2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved11“AI/BI Genie is remarkable in its ability to understand the concepts understand the concepts and r

8、elationshipsand relationshipsthat tie our operational and engagement data in ways that are unique to Accoladeunique to Accolade.Our product managers,account managers and power users can now selfself-serve questions unanswered by serve questions unanswered by dashboardsdashboards”-Kapil Ashar,VP of E

9、nterprise Data and Clinical Platforms2024 Databricks Inc.All rights reservedGenie Genie FundamentalsFundamentals2024 Databricks Inc.All rights reserved Available in ungated Public Previewungated Public Preview on AWS and Azure(GCP coming soon!)Workspace admins can enable under PreviewsAvailable on a

10、ll non-GFM regions Data used by Genie must be in Unity Catalog Serverless or Pro SQL Warehouses required Accessible for users with SQL entitlement Free outside of warehouse costs!Free outside of warehouse costs!13Genie Availability&AccessGenie Availability&Access2024 Databricks Inc.All rights reserv

11、ed14Genie FundamentalsGenie FundamentalsData teams set up topic topic specificspecific Genie spacesBusiness users can get answers to netnet-new data new data questionsquestionsGenie learns over timelearns over timeleveraging Data Intelligence Platform2024 Databricks Inc.All rights reservedHow to Set

12、 Up How to Set Up GenieGenie2024 Databricks Inc.All rights reservedFocused Topic+DataAdd InstructionsAccuracy ValidationFocused Topic+DataAdd InstructionsAccuracy Validation16Genie Set Up ProcessGenie Set Up ProcessEach Genie space should be topic-specificBring in well-documented,clean Unity Catalog

13、 tables+metadataAuthors can guide+teach GenieGeneral Instructions and sample SQL statementsAuthors+trusted business users can test expected questionsMake needed improvements to Instructions2024 Databricks Inc.All rights reserved Genie works on all types of data topics Bring in a focused set of focus

14、ed set of tablestables Unity Catalog tables/views need to be well documented SUGGESTED:Create views to remove excess columns and clean data17Focused Topic+DataFocused Topic+Data2024 Databricks Inc.All rights reserved Gives data teams the power to give direct guidance Define your unique jargon,logic,

15、concepts,KPIs,etc.Instructions are iterable over time18General InstructionsGeneral Instructions2024 Databricks Inc.All rights reserved Sample SQL statements directly teach the model how to answer specific questions“Save as Instruction”on verified SQL statements teaches Genie for future questions19Sa

16、mple SQL StatementsSample SQL Statements2024 Databricks Inc.All rights reservedEnd User End User ExperienceExperience”We recently made AI/BI Genie available to our key stakeholders so that they are able to ask and answer questions about electricity markets and our asset performance in live discussio

17、ns without being reliant on a data analyst.”Philipp Cppers,Team Lead Energy Markets and Asset Optimisation,Vattenfall Hydro Gremany 2024 Databricks Inc.All rights reserved22Genie End UsersGenie End UsersAnswer netAnswer net-new new questionsquestionsGet tabular or Get tabular or visual resultsvisual

18、 resultsProvide feedback Provide feedback to teach Genieto teach Genie2024 Databricks Inc.All rights reserved Proactively understand what your business users are asking Step through how Genie behaved in a conversation thread Make improvements to your Instructions for future questions23Monitoring Pag

19、eMonitoring Page2024 Databricks Inc.All rights reservedGenie Learns Genie Learns Over TimeOver Time2024 Databricks Inc.All rights reserved When a question isnt clear,Genie is designed to ask follow ups/clarifications Users can add and save new semantic knowledge for Genie to handle future questions2

20、5Genie Asks Follow UpsGenie Asks Follow Ups2024 Databricks Inc.All rights reserved Unity Catalog table metadata is automatically added to Genies knowledge base Create Genie from DashboardCOMINGCOMING:automatically learning from your workspaces Query History,Dashboards,Queries,Notebooks,etc.26Data In

21、telligence PlatformData Intelligence Platform2024 Databricks Inc.All rights reservedDEMO2024 Databricks Inc.All rights reservedWhen you have a mission mission criticalcritical question where you want 100%confidence that the answer will always be produced in a specific way,you can add a Certified Ans

22、wer to prescribe this.For metrics where rollups are tricky to get right(e.g.unique usersunique users),we are introducing a way to precisely inform the space to query the right tables in the right ways.Dedicated experience for authors to test questions with Genie before sharing,including curating an

23、ongoing validation question set that can be evaluated against the current set of instructions.Certified AnswersCanonical MetricsAccuracy EvaluationCertified AnswersCanonical MetricsAccuracy Evaluation28Advanced Features(Coming Soon)Advanced Features(Coming Soon)More ways to iterating and refine Geni

24、e for your teams needsMore ways to iterating and refine Genie for your teams needsLearn more at the summit!We kindly request your valuable feedback on this session.Please take a moment to rate and share your thoughts about it.You can conveniently provide your feedback and rating through the Mobile A

25、pp.Tells us what you thinkWhat to do next?Visit the Learning Hub Experience at Moscone West,2nd Floor!Take complimentary certification at the event;come by the Certified LoungeVisit our Databricks Learning website for more training,courses and workshops! trained and certifiedDiscover more related sessions in the mobile app!Visit the Demo Booth:Experience innovation firsthand!More Activities:Engage and connect further at the Databricks Zone!Databricks Events App2024 Databricks Inc.All rights reservedQ&AQ&A