
Forget PIP, Conda, and requirements.txt! Use Poetry Instead And Thank Me Later
Last Updated on June 28, 2023 by Editorial Team
Author(s): Bex T.
Originally published on Towards AI.
Pain-free dependency management is finally here
Image by me with Midjourney
Library A requires Python 3.6. Library B relies on Library A but needs Python 3.9, and Library C depends on Library B but requires the specific version of Library A that is compatible with Python 3.6.
Welcome to dependency hell!
Since native Python is rubbish without external packages for data science, data scientists can often find themselves trapped in catch-22 dependency situations like the one above.
Tools like PIP, Conda, or the laughable requirements.txt files can’t solve this problem. Actually, dependency nightmares exist largely because of them. So, to end their suffering, the Python open-source community developed the charming… Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Take our 90+ lesson From Beginner to Advanced LLM Developer Certification: From choosing a project to deploying a working product this is the most comprehensive and practical LLM course out there!
Towards AI has published Building LLMs for Production—our 470+ page guide to mastering LLMs with practical projects and expert insights!

Discover Your Dream AI Career at Towards AI Jobs
Towards AI has built a jobs board tailored specifically to Machine Learning and Data Science Jobs and Skills. Our software searches for live AI jobs each hour, labels and categorises them and makes them easily searchable. Explore over 40,000 live jobs today with Towards AI Jobs!
Note: Content contains the views of the contributing authors and not Towards AI.