Oracle Machine Learning - Machine Learning

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class="links"> <li> <a href="usecases.html">Use Cases </a> </li> <li> <a href="https://docs.oracle.com/en/database/oracle/machine-learning/omlpo/index.html">Oracle Machine Learning Process </a> </li> <li> <a href="..//machine-learning/mlreq/#GUID-98BD3936-4407-42D8-A3DD-B70614A12C27">Database and System Requirements </a> </li> <li> <a href="additionalresources.html">Oracle Machine Learning Additional Resources </a> </li> </ul> </div> <article class="container-fluid learning-path" role="main"> <ol class="breadcrumb" vocab="http://schema.org/" typeof="BreadcrumbList"> <li property="itemListElement" typeof="ListItem"><a href="../../../../../index.html" property="item" typeof="WebPage"><span property="name">Home</span></a><meta property="position" content="0"></li> <li property="itemListElement" typeof="ListItem"><a href="../../index.html" property="item" typeof="WebPage"><span property="name">Database</span></a><meta property="position" content="1"></li> <li property="itemListElement" 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Benefit from scalable, automated, and secure machine learning to meet the challenges of data exploration and preparation as well as model building, evaluation, and deployment. 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This feature is available in OML UI and OML Services APIs. </li> <li> Model Monitoring enables tracking of model performance over time. This feature is currently available in OML Services APIs. </li> </ul> <br><br> <br> Available on: Oracle Autonomous Database <br></div> </div> </div> <div class="subsection col-md-6"> <a href="oml4sql/index.html"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/gs_64_OML4SQL.png" alt="OML for SQL"></div> </header> </a> <div class="section-border"> <h3><a href="oml4sql/index.html">OML for SQL</a></h3>  <div class="description">SQL and PL/SQL users leverage in-database computation for data exploration and preparation, machine learning model building, evaluation, and deployment. 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Benefit from integrated model deployment in a few clicks from the Oracle Machine Learning AutoML User Interface. <br><br> <br> Available on: Oracle Autonomous Database <br></div> </div> </div> <div class="subsection col-md-6"> <a href="https://docs.oracle.com/en/database/oracle/sql-developer/22.2/books.html"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/gs_64_Oracle_Data_Miner_SQL_Developer.png" alt="Oracle Data Miner"></div> </header> </a> <div class="section-border"> <h3><a href="https://docs.oracle.com/en/database/oracle/sql-developer/22.2/books.html">Oracle Data Miner</a></h3>  <div class="description">An extension to Oracle SQL Developer that enables data scientists and citizen data scientists to explore and prepare data, easily build and compare multiple machine learning models, make predictions, and accelerate model deployment. <br><br> <br> Available on: Oracle Database and Oracle Autonomous Database <br></div> </div> </div> <div class="clearfix visible-md-block visible-lg-block"></div> </div> </div> <div class="tab-pane fade" id="tab-1"> <div class="section row"> <div class="subsection col-md-6"> <a href="oml-notebooks/"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/gs_64_OML_Notebooks.png" alt="OML Notebooks"></div> </header> </a> <div class="section-border"> <h3><a href="oml-notebooks/">OML Notebooks</a></h3>  <div class="description">Data scientists and developers develop analytical solutions through an easy-to-use, multiuser collaborative interface based on Apache Zeppelin notebook technology, supporting Python, R, SQL, PL/SQL, and markdown interpreters on Oracle Autonomous Database.</div> </div> </div> <div class="subsection col-md-6"> <a href="oml-automl-ui/index.html"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/gs_64_AutoOML.png" alt="OML AutoML User Interface"></div> </header> </a> <div class="section-border"> <h3><a href="oml-automl-ui/index.html">OML AutoML User Interface</a></h3>  <div class="description">A no-code user interface supporting AutoML on Autonomous Database to improve both data scientist productivity and non-expert user access to powerful in-database algorithms for classification and regression.</div> </div> </div> <div class="clearfix visible-md-block visible-lg-block"></div> <div class="subsection col-md-6"> <a href="oml-monitoring/"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/oml-monitoring-64x64-inverted.png" alt="OML Monitoring"></div> </header> </a> <div class="section-border"> <h3><a href="oml-monitoring/">OML Monitoring</a></h3>  <div class="description">OML Monitoring provides two powerful features to monitor data and machine learning models. <ul> <li> Data Monitoring detects data drift over time and its potential impact on the performance of Machine Learning models. This feature is available in OML UI and OML Services APIs. </li> <li> Model Monitoring enables tracking of model performance over time. This feature is currently available in OML Services APIs. </li> </ul></div> </div> </div> <div class="subsection col-md-6"> <a href="oml4sql/index.html"> <header class="large-logo"> <div class="circle medium-circle"></div> <div class="circle small-circle"></div> <div class="outerlogo"><img class="logo" src="sp_common/shared-images/gs_64_OML4SQL.png" alt="OML for SQL"></div> </header> </a> <div class="section-border"> <h3><a href="oml4sql/index.html">OML for SQL</a></h3>  <div class="description">SQL and PL/SQL users leverage in-database computation for data exploration and preparation, machine learning model building, evaluation, and deployment. 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