Operationalize externally created AI models with ease
analytics Bring Your Own Analytics

Operationalize externally created AI models with ease

Accelerate time to value and deliver more growth and performance for all your models—even those developed in other tools.

What it is

Interoperability of models, expanded analytic use cases, and a streamlined approach to data-driven decision-making

No more struggling to integrate externally developed models in a production environment. Teradata's Bring Your Own Model (BYOM) and Bring Your Own Analytics (BYOA) capabilities make it easy for data science teams to operationalize externally developed models.

VantageCloud Enterprise and Lake Edition
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Reduce risk

Retain your model development investments. You can deploy any model risk-free in Teradata VantageCloud without losing functionality.

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More flexibility

Empower data science teams to use their preferred open-source tools alongside native VantageCloud analytic functions.

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Robust partnerships

Leverage the industry’s most optimal analytics ecosystem. Our network of integrations includes a comprehensive selection of leading AI/ML partners.

Make AI as easy as 1-2-3

Get the flexibility to train and operationalize any model at scale, using preferred tools

With ClearScape Analytics™, you can scale AI/ML quicker and more effectively to solve your most complex challenges, reduce cost and friction, and accelerate time to value throughout your organization.

  1. 1
    Prepare data
  2. 2
    Train models
  3. Bring Your Own Analytics3

    Deploy models

    Integrated model scoring with business data, both in real time and batch scoring, for effective operationalization and automated monitoring of AI models.

    • Score externally trained models
    • Operationalize externally trained models at scale
    • Import a variety of model formats
How it works

Operationalize externally developed models with BYOM

ClearScape Analytics’ BYOM capability gives data scientists the freedom to use the tools they want in the most flexible way to help support more analytics use cases.

Seamlessly import models into Teradata VantageCloud in the most popular formats, including PMML and MLeap.

Data scientists can seamlessly import models into Teradata VantageCloud in the most popular formats, including PMML and MLeap.

Seamlessly import Open Neural Network Exchange (ONNX) formats for operationalizing deep learning models

Seamlessly import Open Neural Network Exchange (ONNX) formats for operationalizing deep learning models. ONNX is supported by several popular deep learning frameworks, including PyTorch, TensorFlow, Caffe2, and MXNet.

Import models developed with partner tools such as Dataiku and H20.ai

Import models developed with partner tools such as Dataiku and H20.ai. With Dataiku, you can also import proprietary Dataiku models in addition to models developed with open-source languages such as Python/R.

Who it helps

Driving faster results for the analytics center

Tap into more possibilities by using preferred tools to operationalize externally developed models at scale.

Go from proof of concept to production in days

Use preferred tools to productionize your work at hyper-scale.

Data Scientists - Reveal insights and solve complex problems with the unmatched speed and power of Teradata VantageCloud and ClearScape Analytics™

Give the power of choice

Empower your data science team to work with their preferred tools while accelerating the operationalization of their work.

Analytics Leader - Unlock insights, improve predictions, and reduce time to value with the world’s most powerful analytics platform
Other capabilities

Explore more ClearScape Analytics capabilities

Related

Get better answers and faster results with Teradata Vantage™ and ClearScape Analytics

  • Support more analytics use cases
  • Accelerate time to value for AI initiatives
  • Operationalize externally developed models with ease