Shypd.aiThe largest open index of AI toolsmy_ml_service is an AI Agents & Automation tool that enables deploying machine learning models with Django. It provides a web service for managing multiple ML models via a REST API, supporting different versions and A/B testing.
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my_ml_service is a robust web service designed for deploying and managing machine learning models using Django. Unlike many other tutorials, this service focuses on making multiple ML models available at the same endpoint, supporting various versions simultaneously. It provides a REST API for easy integration and interaction with the deployed models. A key feature is its ability to store information about requests sent to the ML models, which is invaluable for model testing, auditing, and performance analysis. The service also includes built-in testing capabilities for both ML code and server code, and supports A/B testing between different versions of ML models to optimize performance and user experience. The project includes code for training models, simulating A/B tests, and Dockerfiles for containerized deployment.
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Open Source
Free
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