Craft Next-Gen Apps with HeatWave MySQL’s Integration with APEX and GoldenGate [LRN2898].pdf

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20、sKeynotes at major eventsEvents attended by financial analystsIf it is required,it should appear twice:after the title slide and at the end of the slide deck.When video recording,there should be a 3 second camera hold on the final slide.The Safe harbor slide should be placed immediately following th

21、e title slide.If the presentation does not pertain to any one of the above,the Forward-Looking statement and Safe harbor slides can be left out entirely and should be deletedThe materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned

22、subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affilia

23、tes14Forward-Looking statement and Safe harbor slideThis presentation is intended to outline our general product direction.It is intended for information purposes only,and may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be

24、 relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and remains at the sole discretion of Oracle Corporation.Statements in this presentation relating to Oracles future plans,expectations,bel

25、iefs,intentions,and prospects are“forward-looking statements”and are subject to material risks and uncertainties.A detailed discussion of these factors and other risks that affect our business is contained in Oracles Securities and Exchange Commission(SEC)filings,including our most recent reports on

26、 Form 10-K and Form 10-Q under the heading“Risk Factors.”These filings are available on the SECs website or on Oracles website at http:/ information in this presentation is current as of September 2024 and Oracle undertakes no duty to update any statement in light of new information or future events

27、.Some regulatory certifications or registrations to products or services referenced herein are held by Cerner Corporation.Cerner Corporation is a wholly owned subsidiary of Oracle.Cerner Corporation is an ONC-certified health IT developer and a registered medical device manufacturer in the United St

28、ates and other jurisdictions worldwide.The materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integrat

29、ion of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates15Forward-Looking statementsThe following is intended to outline our general product direction.It is intended for information purpos

30、es only,and may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may chang

31、e and remains at the sole discretion of Oracle Corporation.The materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions re

32、garding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates16Safe harbor statementCraft Next-Gen Apps with HeatWave MySQLs Integration with APEX and GoldenGateSalil Pradha

33、nMonth Day,2024Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates17HeatWaveOracle CloudWorld Copyright 2024,Oracle and/or its affiliates18HeatWaveOracle CloudWorld Copyright 2024,Oracle and/or its affiliates19Best performance in industry for data warehouseOracle CloudWorld Copyright 2024,

34、Oracle and/or its affiliates20TPC-H 10TB13xbetter than Redshift28xbetter than Snowflake28xbetter than BigQuery62xbetter than Databricks10X ra3.4xlargeX-Large Cluster800 slotsLarge Cluster4.2xfaster than Redshift3.3xfaster than Snowflake5.6xfaster than BigQuery7.4xfaster than DatabricksBenchmark quer

35、ies are derived from the TPC-H benchmarks,but results are not comparable to published TPC-H benchmark results since these do not comply with the TPC-H specifications.Best performance in industry for data warehouseOracle CloudWorld Copyright 2024,Oracle and/or its affiliates21TPC-H 10TB price perform

36、ance comparison13xbetter than Redshift28xbetter than Snowflake28xbetter than BigQuery62xbetter than Databricks3 year reserved,paid upfront Standard Edition1 year reserved1 year reservedBenchmark queries are derived from the TPC-H benchmarks,but results are not comparable to published TPC-H benchmark

37、 results since these do not comply with the TPC-H specifications.HeatWave AutoMLFully automated in-database machine learningOracle CloudWorld Copyright 2024,Oracle and/or its affiliates22HeatWave AutoML:In-database machine learningOracle CloudWorld Copyright 2024,Oracle and/or its affiliates23Elimin

38、ates tedious and laborious stepsSimple to use interface for beginners or advanced ML usersAutomatically selects algorithm and tunes itExplainable model behavior and predictionsFast training allows to quickly iterate and achieve desired outcomeML on data in InnoDB and Object Store(Lakehouse)HeatWave

39、AutoML use casesOracle CloudWorld Copyright 2024,Oracle and/or its affiliates24HeatWave AutoML APIOracle CloudWorld Copyright 2024,Oracle and/or its affiliates25Database user friendly API enables database developers build sophisticated ML models Build an ML model with invocation of just one routine,

40、ML_TRAINAutomatically handles data preprocessing,algorithm selection,sampling and hyperparameter tuningPredictions can be made for a set of records or an entire tableHeatWave GenAIAutomated and integratedOracle CloudWorld Copyright 2024,Oracle and/or its affiliates26HeatWave GenAIOracle CloudWorld C

41、opyright 2024,Oracle and/or its affiliates27In-database,automated vector storeIn-database LLMsScale-out vector processingHeatWave ChatAutomate embedding generation without AI expertiseor moving data to a separate vector database.Instantly benefit from generative AI anywhere without integration issue

42、s,and help reduce infrastructure costs.Perform fast semantic searches on your organizations data to deliver rapid and accurate answers to questions.Engage in natural language conversations without complex manual operations.Easily refine your searches.In-database automated vector storeOracle CloudWor

43、ld Copyright 2024,Oracle and/or its affiliates28In-database vector store creation scales outOracle CloudWorld Copyright 2024,Oracle and/or its affiliates29New vector datatype in HeatWave MySQL Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates30In-database LLMsOracle CloudWorld Copyright

44、2024,Oracle and/or its affiliates31Scale-out vector processingOracle CloudWorld Copyright 2024,Oracle and/or its affiliates32Similarity search scales in HeatWave Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates33HeatWave ChatOracle CloudWorld Copyright 2024,Oracle and/or its affiliates3

45、4HeatWave GenAI enables new use casesOracle CloudWorld Copyright 2024,Oracle and/or its affiliates35Content generation and summarizationHelp generate insights/reports from enterprise documentsE.g.generate blogs from instruction manualsRetrieval Augmented GenerationUse GenAI with your companys data t

46、o help get more accurate and contextually relevant answersPerform similarity searches on unstructured dataSynergy of built-in GenAI and MLDeliver more value to customers by combining AutoML output with LLMs and HeatWave Vector StoreHelp reduce costs and get more accurate results faster by using GenA

47、I on data filtered by AutoML Conversations in natural languageConversations informed by unstructured documents using natural languageMaintain context for follow-up questionsContent generation and summarizationOracle CloudWorld Copyright 2024,Oracle and/or its affiliates36LLMNatural languageSQL SELEC

48、T sys.ML_GENERATE(query,JSON_OBJECT(task,generation,model_id,mistral-7b-instruct-v1);Generate QueryRetrieval augmented generationOracle CloudWorld Copyright 2024,Oracle and/or its affiliates37Improved contextLLMTop-k matchesVector storeqNatural languageSQL call sys.heatwave_load(schema_name,source_l

49、ocation)Create a vector storeSQL sys.ML_RAG(What is HeatWave?,NL_response,optional_search_params)Query the vector store Building GenAI applications with non-Oracle databases is complex Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates38Create a vector storeSQL call sys.heatwave_load(sche

50、ma_name,source_location)Use vector store with LLMsSQL sys.ML_RAG(What is HeatWave?,NL_response,optional_search_params)AutoML GenAI SynergyOracle CloudWorld Copyright 2024,Oracle and/or its affiliates39Integration with AutoML helps improve performance,lowers costsAutoML-GenAI Synergy:Predictive maint

51、enanceOracle CloudWorld Copyright 2024,Oracle and/or its affiliates40AutoML-GenAI Synergy:Predictive maintenanceOracle CloudWorld Copyright 2024,Oracle and/or its affiliates41Building HeatWave Applications with APEXOracle CloudWorld Copyright 2024,Oracle and/or its affiliates42What is APEX?Oracle Cl

52、oudWorld Copyright 2024,Oracle and/or its affiliates43Oracles strategic low code application development platform that enables you to build scalable,secure enterprise apps,with world-class features,that can be deployed anywhere.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates44APEX dist

53、inguishing characteristicsOracle CloudWorld Copyright 2024,Oracle and/or its affiliates45APEX integration with MySQL Database ServiceOracle CloudWorld Copyright 2024,Oracle and/or its affiliates46 Based on REST Enabled SQL provided by ORDS APEX talks to ORDS(Send SQL over HTTP/REST)ORDS talks to rem

54、ote MySQL database on Oracle Cloud Infrastructure HeatWave ChatOracle CloudWorld Copyright 2024,Oracle and/or its affiliates47HeatWave ChatOracle CloudWorld Copyright 2024,Oracle and/or its affiliates48Click to edit Title(up to two lines)Speaker NameMonth Day,2024Oracle CloudWorld Copyright 2024,Ora

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72、 recording,there should be a 3 second camera hold on the final slide.The Safe harbor slide should be placed immediately following the title slide.If the presentation does not pertain to any one of the above,the Forward-Looking statement and Safe harbor slides can be left out entirely and should be d

73、eletedThe materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Env

74、iza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates82Forward-looking statement and Safe harbor slideThis presentation is intended to outline our general product direction.It is intended for information purposes only,

75、and may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and re

76、mains at the sole discretion of Oracle Corporation.Statements in this presentation relating to Oracles future plans,expectations,beliefs,intentions,and prospects are“forward-looking statements”and are subject to material risks and uncertainties.A detailed discussion of these factors and other risks

77、that affect our business is contained in Oracles Securities and Exchange Commission(SEC)filings,including our most recent reports on Form 10-K and Form 10-Q under the heading“Risk Factors.”These filings are available on the SECs website or on Oracles website at http:/ information in this presentatio

78、n is current as of September 2024 and Oracle undertakes no duty to update any statement in light of new information or future events.Some regulatory certifications or registrations to products or services referenced herein are held by Cerner Corporation.Cerner Corporation is a wholly owned subsidiar

79、y of Oracle.Cerner Corporation is an ONC-certified health IT developer and a registered medical device manufacturer in the United States and other jurisdictions worldwide.The materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned sub

80、sidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates

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82、asing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and remains at the sole discretion of Oracle Corporation.The materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are

83、all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle a

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105、ment slide(if the Forward-Looking statement slide is needed).The Forward-Looking statement and Safe Harbor slides are required only for external presentations that pertain to:Product launchesExecutive presentationsKeynotes at major eventsEvents attended by financial analystsIf it is required,it shou

106、ld appear twice:after the title slide and at the end of the slide deck.When video recording,there should be a 3 second camera hold on the final slide.The Safe harbor slide should be placed immediately following the title slide.If the presentation does not pertain to any one of the above,the Forward-

107、Looking statement and Safe harbor slides can be left out entirely and should be deletedThe materials in this presentation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indi

108、cating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates136Forward-Looking statement and Safe harbor slideThis presentation is intended to o

109、utline our general product direction.It is intended for information purposes only,and may not be incorporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing

110、 of any features or functionality described for Oracles products may change and remains at the sole discretion of Oracle Corporation.Statements in this presentation relating to Oracles future plans,expectations,beliefs,intentions,and prospects are“forward-looking statements”and are subject to materi

111、al risks and uncertainties.A detailed discussion of these factors and other risks that affect our business is contained in Oracles Securities and Exchange Commission(SEC)filings,including our most recent reports on Form 10-K and Form 10-Q under the heading“Risk Factors.”These filings are available o

112、n the SECs website or on Oracles website at http:/ information in this presentation is current as of September 2024 and Oracle undertakes no duty to update any statement in light of new information or future events.Some regulatory certifications or registrations to products or services referenced he

113、rein are held by Cerner Corporation.Cerner Corporation is a wholly owned subsidiary of Oracle.Cerner Corporation is an ONC-certified health IT developer and a registered medical device manufacturer in the United States and other jurisdictions worldwide.The materials in this presentation pertain to O

114、racle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made where an integration has

115、not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates137Forward-Looking statementsThe following is intended to outline our general product direction.It is intended for information purposes only,and may not be incorporated into any contract.It is not a commitment to deliv

116、er any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and remains at the sole discretion of Oracle Corporation.The materials in this pres

117、entation pertain to Oracle Health,Oracle,Oracle Cerner,and Cerner Enviza which are all wholly owned subsidiaries of Oracle Corporation.Nothing in this presentation should be taken as indicating that any decisions regarding the integration of any EMEA Cerner and/or Enviza entities have been made wher

118、e an integration has not already occurred.Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates138Safe harbor statementSubtitle goes hereClick to Edit TitleOracle CloudWorld Copyright 2024,Oracle and/or its affiliates139Subtitle goes hereClick to Edit Title140Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates