TIBCO® Data Science

Data science is a team sport. Data scientists, citizen data scientists, data engineers, business users, and developers need flexible and extensible tools that promote collaboration, automation, and reuse of analytic workflows. But algorithms are only one piece of the advanced analytic puzzle. To deliver predictive insights, companies need to increase focus on the deployment, management, and monitoring of analytic models. Smart businesses rely on platforms that support the end-to-end analytics lifecycle while providing enterprise security and governance. TIBCO® Data Science software helps organizations innovate and solve complex problems faster to ensure predictive findings quickly turn into optimal outcomes.

Learn more about the TIBCO Data Science platform.

What is Data Science?

Data science is a multi-disciplinary approach to finding, extracting, and surfacing patterns in data through a fusion of analytical methods, domain expertise, and technology. Data science includes the fields of artificial intelligence, data mining, deep learning, forecasting, machine learning, optimization, predictive analytics, statistics, and text analytics.

Benefits

Develop End-to-End AI Solutions

From data prep, to model build, to deployment and monitoring, TIBCO Data Science software allows organizations to automate the mundane and create business solutions fueled by machine learning (ML) algorithms that solve real world problems. Jumpstart your app development with pre-built templates.

Enable Data Science for Everyone

Harness the creativity of the entire team, citizens to experts. Maintain transparency, security, version control, and auditability. Combine AutoML, intuitive drag-and-drop workflows, and embedded Jupyter Notebooks that make creating and sharing reusable modules easy. Run workflows from Spotfire analytics to bring ML, data, processes, and people together to create operational solutions.

Simplify Complexity and Speed Innovation

Cloud services, frameworks, and open source technologies like Python and R can be complex and overwhelming. TIBCO Data Science software simplifies data science and machine learning across hybrid ecosystems. Use TensorFlow, SageMaker, Rekognition, Cognitive Services, and others to orchestrate the complexity of open source and create innovative solutions. Learn more or fire up an AWS Instance today.

Operationalize Data Science and ML Pipelines

Many organizations struggle to deploy analytics into production environments. As data drifts and models decay, being able to monitor, retrain, remodel, and automatically deploy new analytic models at the edge or directly within business systems lets you understand and act on trustworthy results.

Accelerate IoT Projects

In combination with TIBCO Flogo® and / or TIBCO® Streaming software, organizations can create innovative pipelines with the latest deep learning, predictive, prescriptive, AI, and analytical techniques that can run on any edge device, gateway, or microcontroller. Uncover new business opportunities, revenue streams, and asset monetization for a sustained competitive advantage.

Customer: Tipping Point

Use Trusted Analytics

To trust your analyses, start with trusted data. With TIBCO® Data Virtualization and TIBCO EBX™ software, we offer a full suite of capabilities for achieving current and future business goals. TIBCO provides extensive support for enterprise governance in industries like finance, healthcare, insurance, manufacturing, and pharma, including ISO 9001, FDA 21 CFR Part 11 and GxP, GDPR, and CCPC.

Capabilities

Full Spectrum Analytics

ML, graph/network, predictive, and text analytics, regression, clustering, time-series, decision trees, neural networks, data mining, multivariate statistics, statistical process control (SPC), and design of experiments (DOE) are easily accessed via built-in nodes.

Machine Learning for Big Data

Automated analytical models with big data machine learning algorithms iteratively learn from data and optimize performance. Let your computers find new patterns and insights without explicitly programming them where to look. Learn how to handle wide data.

Team Collaboration

Easy collaboration lets business experts/citizens, developers, and data scientists & engineers infuse algorithms into business systems. A drag-and-drop interface allows easy creation of data prep, analytic, and scoring pipelines. Share and annotate data, scripts, models, and workflows.

Monitoring, Management, Deployment

Model comparison with champion-challenger testing. Model drift alerts & signal when to refresh. Deploy workflows and set to run on schedule. Push PMML or PFA real-time scoring to Cloud Foundry, AWS, or Google App Engine. Build models on EMR or Redshift and deploy on-premises to Oracle or Teradata.

Security, Governance, Auditability

TIBCO Data Science software interacts with secured clusters for advanced analytics on Hive & Spark using IT data security policies. Use role-based security for any asset within the system. Built-in version control, audit logs, and approval processes.

Open, Flexible, Extensible

Analytic pipelines extended by seamlessly integrating with Amazon, Azure, and Google ecosystems along with Python, R, Jupyter Notebooks, C#, and Scala. Create custom operators that can be reused across your organization and run directly in-database, in-cluster, or at the edge.