Git-based data science. Apply version control machine learning development, make your repo the backbone of your project, and standardize best practices across your team.
Track machine learning experiments right in your IDE
The DVC extension for VS Code converts your favorite IDE into a one-stop shop for all your ML tasks. Run and track experiments, visualize and compare experiments to discover the best models, and manage reproducible pipelines ā all from the comfort of your IDE.
Hey PH! Iām co-founder at Iterative and we are a team that builds and maintains DVC ā a popular open source tool for ML.
Today we are excited to share a DVC VS Code extension that turns the most popular IDE into a fully functioning ML experimentation platform:
ā Run, track, and compare your experiments, metrics and params
ā Queue multiple experiments and run them in parallel to try different ideas faster
ā View deep learning metrics in real-time
ā Make experiments reproducible with data, code, metrics, hyperparameters and models tracked together
And no additional moving parts! No need to run any servers, no dependency on third-party SaaS solutions, etc.
*Our backstory.* We started the company 6 years ago with a big vision to bring best practices, collaboration, and rigor into ML / DS workflow, while also providing the best experience to ML and DS folks. Large tech companies had heavy internal DS collaboration platforms for many years, clearly those tools were not useful and impossible to use outside. My co-founder Dmitry created DVC as an open source project, that is lightweight, requires only Git and CLI and brings reproducibility to ML projects. While DVC is a cool idea and became a very popular ML tool that is used by thousands of ML teams, we quickly realized that the CLI, Git-like interface can be a challenge as well. While giving really great guarantees similar to Git - immutability, codification, etc, etc, it was clear that we also need to meet our end users where they are - notebooks, Python scripts, VS Code, etc. Last year we made a lot of progress and this VS Code extension wraps all of it up into a really nice UI and UX within the most popular platform at the moment.
Try it out and let me know what you think! š¤
š Kudos on the launch! The DVC Extension for VS Code is a game-changer for AI developers wielding DVC tools. I'm thrilled about the lightning-fast evolution and the shiny new features gracing the DVC Extension.
It's not just about parameters and metrics comparison anymore ā we're talking live metrics plots and images! šāØ The user interface has leveled up, flexing its muscles with newfound versatility and potency.
Hold onto your hats, folks! GitOps ML just got a whole lot friendlier with this gem! šš¤šŖ
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