TIBCO® Data Science
Collaborate, operationalize, and scale machine learning across your organization
Predictive Analytics and Machine Learning
Enable your workforce with built-in smarts and thousands of functions and algorithms. Predictive analytics, regression, clustering, time-series, decision trees, neural networks, machine learning, data mining, multivariate statistics, statistical process control (SPC), design of experiments (DOE), graph/network analysis, and text analytics are easily accessed via built-in nodes.
Team Collaboration
Make collaboration easy, allowing business experts, data scientists, citizen data scientists, data engineers, and developers to infuse algorithms within business systems. Easily create data prep, analytic, and scoring pipelines with an intuitive drag-and-drop user interface. Team members share and annotate data, scripts, models, and workflows.
Model Monitoring, Management, and Deployment
Create ensemble models and compare model efficacy with champion-challenger testing. Monitor and create alerts for model-drift and easily refresh models when they decay. Deploy entire workflows, not just models. Set workflows to run on a regular schedule, and push PMML or PFA real-time scoring models to Cloud Foundry, AWS, or Google App Engine. Build models on EMR or Redshift and deploy on-premises to Oracle or Teradata. Push models into real-time scoring engines at the click of a button.
There are currently no reviews for this content.
Why not be the first to review it - click here to login
TIBCO® Data Science Community Wiki
TIBCO® Data Science contains tools for many types of analytic problems - small data to big data, ad-hoc analysis to autoML, single user to enterprise solution. TIBCO Data Science is a unified platform that combines the capabilities of TIBCO Statistica®, TIBCO Spotfire® Data Science (formerly Alpine Data), TIBCO Spotfire® Statistics Services, and TIBCO® Enterprise Runtime for R (TERR). TIBCO Data Science allows organizations to expand data science deployments across the organization by providing flexible authoring and deployment capabilities with no-code and/or code options.
- Data Science - Author licensing allows data scientists and citizen data scientists to ad-hoc analyze data or create analytic pipelines.
- Data Science - Operations licensing is an add-on that allows analytic pipelines to be deployed.
Looking for TIBCO Data Science component analytic pages ? Visit TIBCO® Enterprise Runtime for R, TIBCO Statistica® or TIBCO® Spotfire Data Science.
Core Capabilities
|
|
|
Complete Analytic Pipeline
Data Science is part of the complete analytic pipeline. For an overview, see system of insight.
|
Data Access / Prep / Feature Selection |
Analytics / Modeling |
Operations Deployment / Business Applications |
|
|
|
Community Answers
On the Wiki
On the Exchange
Haven't found what you are looking for?
Browse the questions and answers from the community
Documentation
If you have a question about how anything works, the answer is here.
Text Book
If you're interested in learning more about analytic methods, view our text book.
TIBCO Support
We've got experts at the ready to assist you with whatever you need.