Software Alternatives, Accelerators & Startups

Metaflow VS Babel

Compare Metaflow VS Babel and see what are their differences

Metaflow logo Metaflow

Framework for real-life data science; build, improve, and operate end-to-end workflows.

Babel logo Babel

Babel is a compiler for writing next generation JavaScript.
  • Metaflow Landing page
    Landing page //
    2023-03-03
  • Babel Landing page
    Landing page //
    2023-04-02

Metaflow videos

useR! 2020: End-to-end machine learning with Metaflow (S. Goyal, B. Galvin, J. Ge), tutorial

More videos:

  • Review - Screencast: Metaflow Sandbox Example

Babel videos

Babel - Movie Review

More videos:

  • Review - Day 16 | Babel Review | 365 Films
  • Review - Worth The Hype? - BABEL Review
  • Review - Book CommuniTEA: Is BABEL a rac1st mani!fest0? [you should know the answer]
  • Review - Babel is a Masterpiece, And Here's Why

Category Popularity

0-100% (relative to Metaflow and Babel)
Workflow Automation
100 100%
0% 0
Development Tools
0 0%
100% 100
DevOps Tools
100 100%
0% 0
Javascript UI Libraries
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Metaflow and Babel

Metaflow Reviews

Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX
Metaflow enables you to define your pipeline as a child class of FlowSpec that includes class methods with step decorators in Python code.
Source: medium.com

Babel Reviews

We have no reviews of Babel yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Babel seems to be a lot more popular than Metaflow. While we know about 134 links to Babel, we've tracked only 12 mentions of Metaflow. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Metaflow mentions (12)

  • What are some open-source ML pipeline managers that are easy to use?
    I would recommend the following: - https://www.mage.ai/ - https://dagster.io/ - https://www.prefect.io/ - https://metaflow.org/ - https://zenml.io/home. Source: about 1 year ago
  • Needs advice for choosing tools for my team. We use AWS.
    1) I've been looking into [Metaflow](https://metaflow.org/), which connects nicely to AWS, does a lot of heavy lifting for you, including scheduling. Source: about 1 year ago
  • Selfhosted chatGPT with local contente
    Even for people who don't have an ML background there's now a lot of very fully-featured model deployment environments that allow self-hosting (kubeflow has a good self-hosting option, as do mlflow and metaflow), handle most of the complicated stuff involved in just deploying an individual model, and work pretty well off the shelf. Source: over 1 year ago
  • [OC] Gender diversity in Tech companies
    They had to figure out video compression that worked at the volume that they wanted to deliver. They had to build and maintain their own CDN to be able to have a always available and consistent viewing experience. Don’t even get me started on the resiliency tools like hystrix that they were kind enough to open source. I mean, they have their own fucking data science framework and they’re looking into using neural... Source: over 1 year ago
  • Going to Production with Github Actions, Metaflow and AWS SageMaker
    Github Actions, Metaflow and AWS SageMaker are awesome technologies by themselves however they are seldom used together in the same sentence, even less so in the same Machine Learning project. - Source: dev.to / almost 2 years ago
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Babel mentions (134)

  • How, and why, you should add JavaScript linting to your project. With ESLint and Gulp
    Some of the most popular JavaScript linting tools are ESLint, JSHint, JSLint and JSCS. We're going to be using ESLint. It’s very flexible, easy to use and has the best ES6 support, which will be helpful if we introduce more modern JavaScript (that will be transpiled for older browsers using https://babeljs.io/). All rules for ESLint can be found here: https://eslint.org/docs/rules/. - Source: dev.to / 3 months ago
  • What is Server Side Rendering (SSR) and Static Site Generation (SSG)?
    This simply extends the existing build process that many front-end frameworks have. After Babel's done with its transpilation, it merely executes code to compile your initial screen into static HTML and CSS. This isn't entirely dissimilar from how SSR hydrates your initial screen, but it's done at compile-time, not at request time. - Source: dev.to / 3 months ago
  • Storybook 8 Beta
    First, we switched the default compiler for new projects from Babel to SWC (Speedy Web Compiler). SWC is dramatically faster than Babel and requires zero configuration. We’ll continue to support Babel in any project currently using it. - Source: dev.to / 4 months ago
  • Nuxt vs Next: Which JavaScript Framework Suits Your Next Project?
    Nuxt.js is an open-source JavaScript framework built on Vue.js, Node.js, Vite, and Babel.js used for creating fast, cutting-edge applications. Nuxt.js possesses similar features to Next.js, with the major difference being the web framework it is compatible with. Next.js is a React framework whereas Nuxt.js is a Vue framework. - Source: dev.to / 6 months ago
  • Abstract Syntax Trees and Practical Applications in JavaScript
    Disclaimer: If you've already developed Babel or ESLint plugins, this article may not be as beneficial for you, as you're likely already familiar with the majority of the content covered here. - Source: dev.to / 8 months ago
View more

What are some alternatives?

When comparing Metaflow and Babel, you can also consider the following products

Apache Airflow - Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.

jQuery - The Write Less, Do More, JavaScript Library.

Luigi - Luigi is a Python module that helps you build complex pipelines of batch jobs.

React Native - A framework for building native apps with React

DepHell - :package: :fire: Python project management. Manage packages: convert between formats, lock, install, resolve, isolate, test, build graph, show outdated, audit. Manage venvs, build package, bump ver...

Composer - Composer is a tool for dependency management in PHP.