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Metaflow

Build and manage real-life data science projects with ease
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What is Metaflow?

It is a human-friendly Python library that helps scientists and engineers build and manage real-life data science projects. It was originally developed at Netflix to boost productivity of data scientists who work on a wide variety of projects from classical statistics to state-of-the-art deep learning.
Metaflow is a tool in the Data Science Tools category of a tech stack.
Metaflow is an open source tool with 3.3K GitHub stars and 247 GitHub forks. Here’s a link to Metaflow's open source repository on GitHub

Who uses Metaflow?

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Metaflow's Features

  • End-to-end ML Platform
  • Model with your favorite tools
  • Powered by the AWS cloud
  • Battle-hardened at Netflix

Metaflow Alternatives & Comparisons

What are some alternatives to Metaflow?
Airflow
Use Airflow to author workflows as directed acyclic graphs (DAGs) of tasks. The Airflow scheduler executes your tasks on an array of workers while following the specified dependencies. Rich command lines utilities makes performing complex surgeries on DAGs a snap. The rich user interface makes it easy to visualize pipelines running in production, monitor progress and troubleshoot issues when needed.
Kubeflow
The Kubeflow project is dedicated to making Machine Learning on Kubernetes easy, portable and scalable by providing a straightforward way for spinning up best of breed OSS solutions.
Luigi
It is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
TensorFlow
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
MLflow
MLflow is an open source platform for managing the end-to-end machine learning lifecycle.
See all alternatives

Metaflow's Followers
11 developers follow Metaflow to keep up with related blogs and decisions.
Lou Ancillon
jornh
SErgio Escobales
Robert  Trippler
Mounir Ould Ghouil
Nikolay Nikiforchuk
Carlos Yánez
Raphael Zulliger
Paul Vardy
Nicolas Marshall