Generate External Model | BYOM | Teradata Vantage - Generating External Models for Scoring in BYOM - Teradata Vantage

Teradata Vantageā„¢ - Bring Your Own Model User Guide

Deployment
VantageCloud
VantageCore
Edition
Enterprise
IntelliFlex
Lake
VMware
Product
Teradata Vantage
Release Number
5.0
Published
October 2023
Language
English (United States)
Last Update
2024-04-06
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PMML

Vantage BYOM PMMLPredict function supports the following external models:
  • Anomaly Detection
  • Association Rules
  • Cluster
  • General Regression
  • k-Nearest Neighbors
  • Naive Bayes
  • Neural Network
  • Regression
  • Ruleset
  • Scorecard
  • Random Forest
  • Decision Tree
  • Vector Machine
  • Multiple Models

Some Machine Learning tools and platforms can generate PMML models directly. Other models must be converted to PMML. For examples of Python pipelines that generate PMML models, see Python Pipelines for PMML Models.

MOJO

Vantage BYOM H2OPredict supports Driverless AI and H2O-3 MOJO models.

For examples of Python pipelines that generate MOJO models, see Python Code to Generate H2O Open Source Models.

ONNX

Vantage BYOM ONNXPredict supports models in ONNX format. Several training frameworks support native export functionality to ONNX, such as Chainer, Caffee2, and PyTorch. You can also convert models from several toolkits (such as, scikit-learn, TensorFlow, Keras, XGBoost, H2O, and Spark ML) to ONNX.

For maximum model sizes supported by BYOM, see Maximum Model Size.

Dataiku

Vantage BYOM DataikuPredict function supports the following external models:
  • Random Forest
  • Gradient Tree Boosting
  • Ordinary Least Squares
  • Ride Regression
  • Lasso Regression
  • LightGBM
  • XGBoost
  • Decision Tree
  • Support Vector Machine
  • Stochastic Gradient Descent
  • KNN
  • Extra Random Trees
  • Neural Network
  • Lasso Path

DataRobot

Vantage BYOM DataRobotPredict function supports models that are available to download as Scoring Code in the DataRobot AI platform.

The Vantage BYOM DataRobotPredict function does not support the DataRobot explanations feature.