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MLOps Platforms

Machine Learning operations (MLOps) platforms automate and streamline the entire Machine Learning lifecycle. They provide a centralized place for data scientists to experiment, develop, and deploy models, along with tools for preprocessing, training, and hyperparameter tuning. MLOps platforms enable seamless deployment, monitoring, and scaling of Machine Learning models in production, while also facilitating model management and continuous learning. Using MLOps platforms can help accelerate time-to-market, reduce complexities, and ensure efficient collaboration.
  1. Learn MLOps Platforms with the Practica AI Coach

    The Practica AI Coach helps you improve in MLOps Platforms by using your current work challenges as opportunities to improve. The AI Coach will ask you questions, instruct you on concepts and tactics, and give you feedback as you make progress.
  2. Intro to MLOps Platforms

  3. How to Assess the Needs of an ML Platform Project

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  4. How to Select an Off-the-Shelf ML Platform

  5. MLOps Platform Case Studies