从几天到几分钟 - 使用 HeatWave AutoML 实现企业中的机器学习自动化.pdf

1、From Days to Minutes-Automate Machine Learning in your Enterprise with HeatWave AutoMLSandeep AgrawalDeveloper,MySQL HeatWaveCopyright 2024,Oracle and/or its affiliates1The following is intended to outline our general product direction.It is intended for information purposes only,and may not be inco

2、rporated into any contract.It is not a commitment to deliver any material,code,or functionality,and should not be reliedupon 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 di

3、scretion of Oracle Corporation.Safe harbor statement2Copyright 2024,Oracle and/or its affiliates DateFully automated,highly scalable,cost-efficient&superior performanceIn-database machine learningDatabase developer and business analyst friendlyModel agnostic explanations for model and predictionsNo

4、additional cost for HeatWave customersCopyright 2024,Oracle and/or its affiliates3MySQL HeatWave AutoMLMySQLHeatWaveClassification and regressionMore than ten most popular algorithms for classification and regressionClassification use-case example:Classify loan application into loan approve or denyE

5、xplain why loan was approved or denied based on applicant dataDetermine what can the applicant do to change the outcomeRegression use-case example:Provide APR for a loan applicant based on their dataExplain what contributed to this APRCopyright 2024,Oracle and/or its affiliates4ForecastingPredicts v

6、alues for time series observations based on multiple variablesUtilities:forecast electricity demand in winter considering other energy sourcesCommodities:forecast seasonal demand for corn considering demand other grainsNovel automation techniques developed in HeatWave AutoMLHyperparameter TuningHP1H