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Databricks MLflow

Databricks MLflow is an open-source platform for managing the end-to-end machine learning lifecycle, including experimentation, reproducibility, and deployment. It provides tools to track experiments, package code into reproducible runs, and manage models in a central repository.

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About Databricks MLflow

Databricks MLflow was created in 2018 by Databricks to address the complexities of managing machine learning workflows. It aimed to streamline the process of tracking experiments, packaging code, and deploying models by providing a unified platform that integrated these tasks.

Strengths of Databricks MLflow include its comprehensive tracking and reproducibility features, ease of integration with existing workflows, and support for multiple machine learning libraries. Weaknesses include potential complexity for beginners and reliance on Databricks infrastructure for optimal performance. Competitors include TensorFlow Extended (TFX), Kubeflow, and Amazon SageMaker.

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How to hire a Databricks MLflow expert

A Databricks MLflow expert must have skills in Python programming, familiarity with machine learning frameworks like TensorFlow and PyTorch, experience with version control systems such as Git, proficiency in using Databricks notebooks and clusters, and knowledge of model deployment techniques.

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