--- title: Optimize Retail Inventory with Azure Machine Learning 5-25-21 description: Never overstock again! Optimize Retail Inventory with Azure Machine Learning, image: https://info.kizan.com/hubfs/Azure%20Machine%20Learning%20Webinar%20Social.jpg --- " style="background-color: #2c3e50;">   # Optimize Retail Inventory with **Azure Machine Learning** **![Microsoft Logo WhiteAsset 2](https://info.kizan.com/hubfs/Microsoft%20Logo%20WhiteAsset%202.svg)** ## Never Overstock again. Optimize Retail Inventory with Azure Machine Learning. ## In this webinar, KiZAN will demonstrate how Azure Machine Learning utilization can optimize retail inventory methods and improve profitability. We will review best practices for architecting a scalable and reproducible process, explore challenges before and after a model is deployed to production, and bring CI/CD pipelines to machine learning operations (MLOps) for faster development and deployment. We will also dive into an example Azure Machine Learning workspace to combine multiple assets. #### Topics ![Inventory Calculate Icon](https://info.kizan.com/hubfs/Inventory%20Calculate%20Icon.svg) Adapting to pandemic / endemic landscapes. *(e.g., reopening stores with proper inventory levels).* ![AI Icon](https://info.kizan.com/hubfs/AI%20Icon.svg) Understanding artificial intelligence, big data, and advanced analytics initiatives. ![Data Security Icon](https://info.kizan.com/hubfs/Data%20Security%20Icon.svg) Preparing for increased online traffic and cyber threats. #### Details • Recorded 5-25-2021   #### Agenda • KiZAN Introduction • Utilizing Machine Learning to Address Common Retail Scenarios • What are DevOps and MLOps • Machine Learning Lifecycle / Team Data Science Process • MLOps Implementation and Maturity Model • Demonstration of an end-to-end solution ### View on-demand! 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