Forecast Assistant¶
Availability information
The Forecast Assistant application template requires MLOps functionality. If you do not currently have access to this feature, sign up a 14-day DataRobot trial to try out this template.
Access this application template on GitHub
Leverage predictive and generative AI to analyze a forecast and summarize important factors in predictions. This application template provides explorable explanations over time and supports what-if scenario analysis. Store sales forecasting is an example use case.
Key features¶
- Customizable application template for building AI-powered forecasts.
- Best-in-class predictive model training and deployment using DataRobot forecasting.
- An intelligent explanation of factors driving the forecast that are uniquely derived for any series at any time.
Architecture¶
Each template provides an end-to-end AI architecture, from raw inputs to deployed application, while remaining highly customizable for specific business requirements.
App Templates contain three families of complementary logic. For this template, you can opt-in to fully custom AI logic and a fully custom front-end or utilize DataRobot's off-the-shelf offerings:
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AI logic: Necessary to service AI requests, generate predictions, and manage predictive models.
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App logic: Necessary for user consumption, whether via a hosted front-end or integrating into an external consumption layer.
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Operational logic: Necessary to turn on all DataRobot assets.
Warning
Application templates are intended to be starting points that provide guidance on how to develop, serve, and maintain AI applications. They require a developer or data scientist to adapt and modify them to meet business requirements before being put into production.