An overview of approaches for managing model versions for testing, roll out, roll back, and provisioning by geographic region, client, or development environment in the context of DecisionOps.
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Developing, testing, or managing Pyomo models? Connect your Pyomo model to the Nextmv platform for streamlined development, simple deployment, built-in testing, and collaboration.
Explore the applications of mathematical optimization alongside the AI/ML landscape for predictive analytics, LLMs, and beyond.
Record your assignment model runs, results, input data, and more in Nextmv. Add a few lines of code to your existing model to track every run and easily share data with your teammates.
This interview explores perspectives on the intersection of ML and OR, challenges and opportunities for data scientists in the optimization space, observations in industry, and why now is a great time for practitioners to expand their skillset.
Testing optimization models improves workflows, increases stakeholder buy-in, and helps teams deploy to production safely and quickly. But what are the steps to make testing repeatable and scalable?
