ploomber 0.23.2

Description:

ploomber 0.23.2

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Deploy AI apps for free on Ploomber Cloud!


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Ploomber is the fastest way to build data pipelines ⚡️. Use your favorite editor (Jupyter, VSCode, PyCharm) to develop interactively and deploy ☁️ without code changes (Kubernetes, Airflow, AWS Batch, and SLURM). Do you have legacy notebooks? Refactor them into modular pipelines with a single command.
Installation
Compatible with Python 3.7 and higher.
Install with pip:
pip install ploomber

Or with conda:
conda install ploomber -c conda-forge

Getting started
Try the tutorial:



Community

Join us on Slack
Newsletter
YouTube
Contact the development team

Main Features
⚡️ Get started quickly
A simple YAML API to get started quickly, a powerful Python API for total flexibility.
https://user-images.githubusercontent.com/989250/150660813-fc289c6c-0ed5-432d-b6df-063ce98c0093.mp4
⏱ Shorter development cycles
Automatically cache your pipeline’s previous results and only re-compute tasks that have changed since your last execution.
https://user-images.githubusercontent.com/989250/150660820-9a3a0abd-5904-492b-97ff-5494285dfebf.mp4
☁️ Deploy anywhere
Run as a shell script in a single machine or distributively in Kubernetes, Airflow, AWS Batch, or SLURM.
https://user-images.githubusercontent.com/989250/150660830-3f81c9a2-5392-49e5-976d-cb8a38441ecb.mp4
📙 Automated migration from legacy notebooks
Bring your old monolithic notebooks, and we’ll automatically convert them into maintainable, modular pipelines.
https://user-images.githubusercontent.com/989250/150660840-b0c12f85-504c-4233-8c3d-6724d291f1aa.mp4
I want to migrate my notebook.
Show me a demo.
Resources

Documentation
PyData Chicago talk (covers motivation and demo)
Develop and deploy an ML pipeline in 30 minutes (EuroPython 2021)
Guest blog post on the official Jupyter blog
Examples (Machine Learning pipeline, ETL, among others)
Blog
Comparison with other tools
More videos

About Ploomber
Ploomber is a big community of data enthusiasts pushing the boundaries of Data Science and Machine Learning tooling.
Whatever your skillset is, you can contribute to our mission. So whether you're a beginner or an experienced professional, you're welcome to join us on this journey!
Click here to know how you can contribute to Ploomber.