treeverse/dvc - OSS Alternative - Discover Top Open Source Alternatives to Popular Software
MLOps CLI Tool
15.6k 2026-04-21

treeverse/dvc

DVC (Data Version Control) is a command-line tool and VS Code extension for managing data, models, and ML experiments, enabling reproducible machine learning projects.

Core Features

Version data and models, storing them in cloud storage while tracking metadata in Git.
Build lightweight ML pipelines to iterate fast and only re-run impacted steps.
Track and compare machine learning experiments locally without needing servers.
Share and automatically reproduce any experiment, including data, code, and models.

Quick Start

pip install dvc

Detailed Introduction

DVC (Data Version Control) is an open-source MLOps tool designed to bring Git-like version control to data and machine learning models. It enables data scientists and ML engineers to build reproducible projects by tracking data artifacts, defining lightweight pipelines, and managing experiments directly within their Git repositories. DVC integrates seamlessly with cloud storage solutions, allowing users to version large datasets and models efficiently, compare different experiment runs, and easily share their work, fostering collaboration and ensuring the reliability of ML workflows.

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