Go from a forecasted demand to optimized routes. Follow this step-by-step tutorial to create, customize, and test decision apps for logistics using OR-Tools, HiGHS, and more: https://www.nextmv.io/blog/link-and-test-logistics-models-for-demand-forecasting-shift-scheduling-and-vehicle-routing
#osrm #decisionscience #datascience #decisionops #optimization #logistics
How do you evaluate different #Gurobipy model formulations? Learn how with #DecisionOps tooling! Join our getting started techtalk on Wednesday, April 10: https://www.nextmv.io/videos/getting-started-with-decisionops-for-decision-science-models-using-gurobi
How do you test if you should use map data over Haversine for a vehicle routing problem? We use batch experiments with Nextmv to find out for an example use case: https://www.nextmv.io/blog/haversine-vs-osrm-distance-and-cost-experiments-on-a-vehicle-routing-problem-vrp
#orms #DecisionOps #routeoptimization #logistics #fleetoptimization #vehiclerouting
🐇🐈⬛🎉 Do you build AMPL decision models? Check out the latest integration that pairs all the goodness of AMPL with Nextmv’s DecisionOps platform: https://www.nextmv.io/blog/the-nextmv-ampl-integration-accelerating-decision-model-development-with-decisionops
#decisionscience #orms #decisionOps #datascience #operationsresearch
New release! 🎉🎉🎉 The Nextmv Gurobi integration accelerates how you run, test, and deploy decision models running Gurobi with Nexmv’s DecisionOps platform: https://www.nextmv.io/blog/nextmv-gurobi-integration-build-test-deploy-decision-models-using-gurobi-and-decisionops
#orms #decisionops #decisionscience #gurobi #optimization #datascience
CI/CD is how you ship higher quality code to prod faster. But with decision science models, there’s a twist. So what is CI/CD for decision science? How does it work? And why does it matter? https://www.nextmv.io/blog/ci-cd-for-decision-science-what-is-it-how-does-it-work-and-why-does-it-matter
#cicd #decisionops #orms #decisionscience #datascience #mlops
Looking for an open source, CLI plotting tool that works with arbitrary JSON formats? Look no further >> https://www.nextmv.io/blog/plot-your-routes-on-a-map-with-open-source-visualization-tool-nextplot
If you’re using OR-Tools, VROOM, Nextroute, or any optimization tool that can produce a JSON output, you can quickly plot your routes with Nextplot in just a few lines of code! Cheers to @merschformann for spearheading this fantastic project.
#DecisionOps #logistics #VRP #routeoptimization #decisionscience #datascience #opensource
Many awesome projects and people underpin the optimization world. We're making mvs to surface more open source model code for real-world impact and better support individual decision modelers. @ryanjoneil explains: https://www.nextmv.io/blog/new-decision-apps-an-open-source-decision-model-hub-and-an-individual-plan
#orms #decisionscience #datascience #decisionops #pyomo #ortools
ICYMI: 15-minute #Pyomo demo
→ Create, deploy, run custom shift assignment app
→ Merge code, kick off #cicd, run acceptance test
→ Create new model instance with new solver
→ Run experiment comparing the two models
https://www.nextmv.io/videos/operationalizing-python-based-pyomo-mip-decision-models
Start @ 5 min.
#orms #datascience #decisionops #decisionoptimization #decisionscience
📣 New release alert! We’re proud to offer switchback testing on the Nextmv platform for production testing two decision models with operational impacts: https://www.nextmv.io/blog/introducing-switchback-testing-a-b-testing-for-decision-models-with-network-effects
It’s that time of year: We’ve wrapped up our 2023 reflections, reviewed feedback and wishes for the future, and coalesced it all into our 2024 roadmap preview. Check out our next mvs: https://www.nextmv.io/blog/a-2023-look-back-and-2024-preview-of-whats-next-with-decisionops-and-decision-science
#orms #decisionops #decisionscience #informs #datascience #cicd #pyomo #ortools
👋Hello to the Nextmv Pyomo integration: Build, test, and deploy Python-based Pyomo decision models even faster. Get the rundown (with a slick video demo): https://www.nextmv.io/blog/nextmv-pyomo-integration-build-test-deploy-python-based-optimization-models-faster
#pyomo #orms #python #decisionOps #optimization #glpk #datascience
What is switchback testing for decision models? It’s similar to traditional A/B testing, but accounts for network effects in real-world settings. We take a closer look: https://www.nextmv.io/blog/what-is-switchback-testing-for-optimization-models-and-decision-algorithms
Why is testing decision models hard? Check out this talk from @ryanjoneil and Nicole Misek at DecisionCAMP: https://www.youtube.com/watch?v=jh767AIuFP0
(It goes well with a lunch break 🥪 or as a listen for a screen-break walk🚶🏽)
What does one year of DecisionOps product development look like? We reflect: https://www.nextmv.io/blog/reflecting-on-one-year-of-the-nextmv-platform
🎉Our integration with Google OR-Tools is here – and we can’t wait for you to try it! Bring your OR-Tools model and launch it in minutes: https://www.nextmv.io/blog/the-nextmv-or-tools-integration-quickly-deploy-and-test-or-tools-models
✅ Deploy remotely to managed infrastructure
✅ Run acceptance and shadow tests
✅ Manage model versions (and partition data)
✅ Collaborate in a shared console space
Take it for a spin and let us know what you think 😀
#decisionops #orms #optimization #ortools #python #vrp #constraintprogramming #MIP #linearprogramming
Test early, test often. There's no need to 🤞🙏😬 when you ship model changes to production. See 3 experiments on 3 decision models: https://www.nextmv.io/blog/to-change-my-decision-model-or-not-thats-not-a-question-its-a-test
→ What if I upgrade the entire fleet to be cold chain-ready?
→ What if I add an inventory cap to reduce food waste?
→ What if I increase shift break time?
#decisionOps #CICD #orms #foodlogistics #supplychain #foodtech
New release! Shadow test decision models with Nextmv. Check out all the goodness in the release blog: https://www.nextmv.io/blog/release-shadow-testing-for-decision-models-in-nextmv
Let us know what you think!
Should you deploy that new decision model to your production systems? Acceptance testing can help you decide. We look at the what, why, when, and how: https://www.nextmv.io/blog/what-is-acceptance-testing-for-optimization-models
Wrapped @ryanjoneil #INFORMS talk on deploying, testing, and collaborating on decision diagram and #MIP models. Want an introduction to custom decision modeling with Nextmv? Join us this Wednesday: https://hubs.ly/Q01Kn48P0
