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Nextmv
เข้าร่วมเมื่อ 8 ก.พ. 2021
Nextmv is a DecisionOps platform that accelerates decision model development cycles for logistics applications - from vehicle routing to workforce scheduling, order fulfillment, and more.
What's new at Nextmv? Solver and data integrations, simulating scenarios, and ML+OR
Get a tour of the latest features including integrations with solvers such as Gurobi, HiGHSpy, and Hexaly, a Python SDK for developing and deploying custom Python models, simulating what-if scenarios to understand how your model will perform under given circumstances, and generating multiple runs in parallel to find the best solution. Plus, see a preview of what’s on our roadmap including ML + OR connectors for efficiently combining your models, decision pipelines for creating model workflows, and a Snowflake data integration. Learn more at www.nextmv.io
มุมมอง: 78
วีดีโอ
Nextmv ML/OR connectors: A price optimization example with Gurobipy, Gurobi ML, and Gurobipy Pandas
มุมมอง 105หลายเดือนก่อน
How can logistics and operations teams better optimize the plans generated by decision models through streamlining the incorporation of machine learning outputs such as forecasts? Through better ML/OR connections! In this presentation, we demo a price optimization example using Gurobipy and Gurobi ML that switches between multiple trained scikit-learn estimators. Learn more at www.nextmv.io
What is DecisionOps and how it accelerates time to value for optimization
มุมมอง 55หลายเดือนก่อน
How do optimization teams get decision models live into business processes faster as managed services? DecisionOps provides a transparent, repeatable, and collaborative workflow for decision modeling and software teams to deploy new and improving decision models that deliver business value. This video walks through industry observations, the components that make up a successful DecisionOps work...
Deploy your custom decision model from a Python environment
มุมมอง 84หลายเดือนก่อน
Bringing your Python model to Nextmv allows you to see value faster - weeks or less instead of months. It's as simple as running a command in Python. Watch the full demo: www.nextmv.io/videos/bring-your-custom-python-decision-model-to-nextmv-and-accelerate-time-to-value
How to bring custom Hexaly models to Nextmv
มุมมอง 372 หลายเดือนก่อน
Learn how to use the Nextmv Hexaly Integration to seamlessly bring your Hexaly model into the Nextmv platform. This video covers code setup, license instructions, and how to push your decision model to the Nextmv platform to perform model tests, manage versions, and integrate with CI/CD workflows. Learn more at www.nextmv.io.
How to add your custom Python decision model to Nextmv
มุมมอง 822 หลายเดือนก่อน
Learn how to use the Nextmv Python SDK to bring your custom Python decision model to the Nextmv decision science platform. By formalizing a common pattern for getting started with an optimization model, learn how to add your model to Nextmv and simplify handling deployment infrastructure, model validation and experimentation, and more. Learn more at www.nextmv.io
Stochastic optimization with Seeker: Solving an integrated sushi production problem
มุมมอง 1122 หลายเดือนก่อน
Explore a stochastic production problem through the lens of a sushi featuring Seeker (via InsideOpt) as the solver and Nextmv as the decision model platform. In this example, you'll see how to solve a problem where a sushi restaurant produces different types of products, must balance the cost of production with potential losses or gains (depending on consumer buying), and must adhere to constra...
Uncertainty, ML + OR, and stochastic optimization: Demo and Q&A with Seeker creator
มุมมอง 1342 หลายเดือนก่อน
Traditionally, the operations research discipline has been dominated by deterministic optimization practices. But as machine learning and data science continue to grow within businesses, there’s greater desire to bridge the two fields and incorporate more real-world uncertainty into decision models. In this session, we’ll explore this topic through the lens of Seeker, a new stochastic optimizat...
Scenario testing for decision models: Simulate scenarios to answer "what if" questions
มุมมอง 613 หลายเดือนก่อน
Scenario testing is an effective way to play out different situations under realistic conditions using historical or synthetic input data before committing to a decision. Scenario tests are configured through Nextmv’s user-friendly UI, runs are executed on scalable remote infrastructure, data instances are easily managed, and results are analyzed using a common, shareable format. Learn more: ww...
Bring your custom Python decision model to Nextmv: Build, test, deploy
มุมมอง 774 หลายเดือนก่อน
Accelerate development of your Python decision models - from completely custom models to those built using popular modeling tools - with features for testing, deploying, managing, and collaborating. www.nextmv.io/blog/bring-your-custom-python-decision-model-to-nextmv-build-test-deploy 00:00 - Intro 00:20 - OR-Tools TSP example 00:37 - Initializing the Nextmv Python template 02:37 - Copy over th...
Operationalizing HiGHS-based MIP models and Q&A with project developers
มุมมอง 2354 หลายเดือนก่อน
Many operations research and decision science practitioners start their optimization modeling journey with open source projects such as HiGHS. What is HiGHS? What role does it play in the MIP ecosystem? And how can we accelerate the real-world impact of HiGHS-based decision models? In this session, we explore these questions alongside the HiGHS project developers, Julian Hall and Ivet Galabova....
Vehicle activation penalties to encourage vehicle efficiency (vehicle routing, VRP)
มุมมอง 455 หลายเดือนก่อน
Learn how to use vehicle activation penalties to encourage vehicle efficiency. This is sometimes known as prioritizing backhaul when going back to a depot. Learn more at: www.nextmv.io/docs/vehicle-routing/features
Model multiple pickups before a dropoff for vehicle routing problem (VRP)
มุมมอง 835 หลายเดือนก่อน
Learn how to configure your vehicle routing problem (VRP) to have multiple pickups precede a dropoff. In this example, learn how to set two pickups at two different locations precede a dropoff stop for a pickup and delivery problem. Learn more at: www.nextmv.io/docs/vehicle-routing/features
How to model continuous depot visits for vehicle routing problem (VRP)
มุมมอง 875 หลายเดือนก่อน
Learn how to model continuous moves for a vehicle going back and forth from a depot. Typically, users restrict to singular moves from a depot to model the distribution problem, where all vehicles have a default start and end location. In this example for continuous moves, we'll instead model the stops array as only the dropoffs, we'll include both a pickup stop and a dropoff stop for each parti...
Combining machine learning (ML) and operations research (OR) through horizontal computing
มุมมอง 2895 หลายเดือนก่อน
More and more, data science and decision science practitioners are seeking to combine machine learning forecasts with actionable and optimized decisions. This can include anything from predicting traffic patterns for delivery scheduling to consumer buying behavior for inventory management. But bridging these two disciplines can be challenging. In the on-demand logistics space, these worlds are ...
OR-Tools, VROOM & Nextplot: Open source vehicle routing and visualization
มุมมอง 7296 หลายเดือนก่อน
OR-Tools, VROOM & Nextplot: Open source vehicle routing and visualization
Optimization modeling with AMPL, Streamlit, and Nextmv
มุมมอง 2956 หลายเดือนก่อน
Optimization modeling with AMPL, Streamlit, and Nextmv
Link and test logistics models for demand forecasting, shift scheduling, and vehicle routing
มุมมอง 606 หลายเดือนก่อน
Link and test logistics models for demand forecasting, shift scheduling, and vehicle routing
Getting started with DecisionOps for decision science models using Gurobi
มุมมอง 2418 หลายเดือนก่อน
Getting started with DecisionOps for decision science models using Gurobi
Operationalizing Java-based OR-Tools decision models
มุมมอง 1148 หลายเดือนก่อน
Operationalizing Java-based OR-Tools decision models
Q&A on CI/CD for decision science with Nicole Misek (VP of Engineering)
มุมมอง 378 หลายเดือนก่อน
Q&A on CI/CD for decision science with Nicole Misek (VP of Engineering)
Demo: Java support for the Nextmv OR-Tools integration
มุมมอง 329 หลายเดือนก่อน
Demo: Java support for the Nextmv OR-Tools integration
Switchback (A/B) testing for decision optimization models
มุมมอง 33110 หลายเดือนก่อน
Switchback (A/B) testing for decision optimization models
Nextplot introduction: Open source plotting with JSON
มุมมอง 27610 หลายเดือนก่อน
Nextplot introduction: Open source plotting with JSON
Nextplot demo: An open source route visualization tool for JSON
มุมมอง 29210 หลายเดือนก่อน
Nextplot demo: An open source route visualization tool for JSON
Build, test, and deploy Python-based Pyomo MIP decision models with DecisionOps
มุมมอง 16210 หลายเดือนก่อน
Build, test, and deploy Python-based Pyomo MIP decision models with DecisionOps
Ой бляяяяяяяяяя... Помню старшина нас под танк загнал ноги в днище уперли и пыхтели пытались в Operationalizing HiGHS-based MIP models and Q&A with project developers разобраться. Всем взводом не осилили. Теперь вот решил в теме разобраться может хоть и одному но сейчас получится.
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