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This is a practical workshop with the goals of learning the following concepts: - How to setup MLFLow, a tool for ML experiment tracking and model deploying, from zero to hero. - How to track ML experiments with MLFLow - How to put models to production with MLFLow. - How to deploy models to production in AWS Sagemaker with just a couple lines of code. - How to setup Apache Airflow, a powerful tool to design, schedule and monitor workflows. - How to create workflows that take advantage of deployed models.