OCI Services Solutions Why OCI Pricing Learn Developers Support Marketplace Sign in to Oracle Cloud Cloud Try Oracle Cloud for 30 days free Data science platform A data science platform that improves productivity with unparalleled abilities. Build and evaluate higher-quality machine learning (ML) models. Increase business flexibility by putting enterprise-trusted data to work quickly and support data-driven business objectives with easier deployment of ML models. What is data science? Read the article Get started with machine learning in the cloud Using cloud-based platforms to discover new business insights. Read the ebook (PDF) The lifecycle of machine learning models Building a machine learning model is an iterative process. In this ebook, we break down the process and describe how machine learning models are built. Read the ebook (PDF) Try a machine learning workshop Explore notebooks and build or test machine learning algorithms. Try AutoML and see data science results. Access workshop Why a data science platform from Oracle? Create and validate high-quality models faster Build high-quality models faster and easier. Automated machine learning capabilities rapidly examine the data and recommend the optimal data features and best algorithms. Additionally, automated machine learning tunes the model and explains the model’s results. View the machine learning ebook (PDF) Get better results by working with all data Data scientists need to access data in different formats from different data sources, whether on-premises or in the cloud. Use drag-and-drop data integration and preparation tools to move data into a data lake or data warehouse, simplifying access for data scientists. Read the data discovery ebook (PDF) Deliver trusted artificial intelligence AI is more trusted when multiple contributors effectively collaborate, and machine learning tools provide explanation and evaluation of models. Oracle security tools and user interfaces enable multiple roles to participate in projects and share models. Model-agnostic explanation helps data scientists, business analysts, and executives have confidence in the results. Read more about accelerated data science Oracle data science platform Oracle Cloud Infrastructure Data Science Oracle Machine Learning Oracle Cloud Infrastructure Virtual Machines Supporting platform services Accelerate machine learning model development Enables data scientists to build, train, and manage machine learning models on Oracle Cloud using an open source Python ecosystem enhanced by Oracle for automated machine learning (AutoML), model evaluation, and model explanation. See product details Watch the video (1:36) Victoria University Accelerates Research with Oracle Cloud Infrastructure Data Science Victoria University researchers turned to Oracle Cloud to try to predict domestic violence incidents reported on social media. Read Victoria University’s story Explore Oracle Cloud Infrastructure INDUSTRY: HIGH TECHNOLOGY MARCH 22, 2021 Model deployment for real-time predictions in Oracle Cloud Infrastructure Data Science Tzvi Keisar, Senior Principal Product Manager, Oracle We're excited to announce the release of model deployment, enabling machine learning models to be served as HTTP endpoints, receive requests, and send responses back with the model predictions in real time. Read the complete post | Subscribe to our newsletter Featured blogs View all Data science platform features AutoML Automated machine learning (AutoML) helps data scientists by automating algorithm selection, feature selection, and model tuning. This enables faster, more accurate results that take less compute time. AutoML also enables nonexperts to leverage powerful machine learning algorithms to build better quality models. In-database optimized algorithms Oracle Database includes more than 30 high-performance, fully scalable algorithms covering commonly used machine learning techniques, such as anomaly detection, regression, classification, clustering, and more. Data already in Oracle Database does not need to be moved, reducing the data management workload for data scientists and allowing them to focus on building production models. Open source libraries and frameworks Use and import open source libraries and frameworks from Python and R to enable data exploration, transformation, visualization, and machine learning. These include but are not limited to: pandas, Dask, NumPy, dplyr for transformation, Seaborn, Plotly, Matplotlib, and ggplot2 for visualization, and TensorFlow, Keras, and PyTorch for model building. Choice of deployment Quickly deploy models for access by applications and business analysts. Models can be deployed with a REST API in a serverless, scalable cloud architecture as Oracle Functions or directly in the database. Model explanation Model explanation enables experts and nonexperts alike to understand the overall behavior of a model as well as individual model predictions. With model explanation and prediction details, it’s easy to understand the importance of features and what most influences predictions. Access any data flexibly and easily Access data in multiple formats (including CSV, Excel, and JSON), multiple sources (including object storage, Oracle Database, MongoDB, PostgreSQL, and Hadoop), and multiple locations (on premises, Oracle Cloud, and other clouds). Support for multiple scripting languages Data scientists can develop data science and machine learning solutions using the most popular languages, including Python, R, and SQL. Organizations achieve better and faster results when data scientists have the flexibility to use the languages best suited to particular tasks. Resources Cloud learning Related content Cloud learning Related content Free hands-on product experience Try out tools for building machine learning models. No need to sign up for a cloud account. Resources Oracle Cloud Infrastructure Data Science Oracle Machine Learning Notebooks in Autonomous Data Warehouse Get started Twitter See the official Oracle data science Twitter feed. Follow us Subscribe to our newsletter Get the latest news and tips from Oracle data science. Subscribe now Contact sales Contact Oracle’s global sales team to learn more about Oracle data science and machine learning. Get in touch Resources for Why Oracle Learn What’s new Contact us Country/Region © 2021 Oracle Site Map Privacy / Do Not Sell My Info Cookie Preferences Ad Choices Careers