Machine Learning in Oracle Database supports data exploration, preparation, and machine learning (ML) modeling at scale using SQL, R, Python, REST, automated machine learning (AutoML), and no-code interfaces. It includes more than 30 high performance in-database algorithms producing models for immediate use in applications. By keeping data in the database, organizations can simplify their overall architecture and maintain data synchronization and security. It enables data scientists and other data professionals to build models quickly by simplifying and automating key elements of the machine learning lifecycle.
Simplify and accelerate generative AI and advanced machine learning integration in your applications and analytics. Discover the new, cutting-edge innovations built directly into Oracle Autonomous Database.
Prevent data drift and monitor the performance of your machine learning models. New monitoring capabilities within Machine Learning in Oracle Database services alert you to issues in both data and native in-database model quality.
Leverage broader Python and R package ecosystems on Oracle Autonomous Database in Oracle Machine Learning Notebooks. Run user-defined functions with third-party package functionality in engines spawned and managed by the Oracle Database environment.
Explore, transform, and analyze data faster and at scale while using familiar R syntax and semantics and taking advantage of Oracle Database as a high performance computing environment.
Deploying and scaling machine learning models and broader Python and R-based solutions in production is often challenging. Learn how to simplify embedding AI and ML in applications using Machine Learning in Oracle Database.
Build models and score data faster and at scale without extracting data to separate analytics engines. Oracle Exadata’s scale-out architecture and Smart Scan technology deliver fast results.
Process data where it resides in Oracle Database. This simplifies model building and deployment, shortens application development time, reduces complexity, and improves data security.
Improve data scientist productivity and let nonexpert users access to powerful in-database algorithms for classification and regression through a no-code AutoML user interface.
Benefit from Oracle Database’s built-in security, encryption, and role-based access to user data, in-database and third-party models, and R and Python objects and scripts.
Achieve immediate machine learning model availability with easy deployment options using SQL and REST interfaces.
Avoid performance issues during data preparation, model building, and data scoring using the built-in parallelism and scalability of Oracle Database, with unique optimizations for Oracle Exadata.
Oracle Machine Learning Model Monitoring UI is an easy-to-use, no-code user interface on Oracle Autonomous Database. It helps experts and non-experts get insight into how machine learning model performance changes over time and the possible causes of those changes. Find out why model monitoring is vital for your desired business outcomes and how to get started with a few clicks.Read the complete post
With Oracle Autonomous Data Warehouse, you have all the necessary built-in tools to load and prepare data and to train, deploy, and manage machine learning models. You also have the flexibility to mix and match other tools to best fit your organization’s needs.
Learn the design principles associated with creating a machine learning platform and an optimal implementation path. Use this pattern to create machine learning platforms that meet the needs of your data scientist users.
Get the framework to enrich enterprise application data with raw data from other sources, and then use machine learning models to bring intelligence and predictive insights into business processes.
Discover the platform topology, component overview, and recommended best practices for implementing a successful data lakehouse on OCI to capture a wealth of data and aggregate and manage data for real-time stock visibility.
Get started with Oracle Cloud and access Machine Learning in Autonomous Database—for free.
Get the latest Oracle Database news, events, and community resources.
Interested in learning more? Contact one of our industry-leading experts.