oneDAL is a C++ and DPC++ library for accelerated machine learning routines on tabular data, governed by the UXL Foundation.
Open source
24 alternativesDVC
DVC tracks data versions and machine learning experiments for collaborative development.
About DVC
DVC is a command line tool with a VS Code extension for versioning data, models, and machine learning experiments alongside Git code. It keeps version metadata in the Git repository while storing data and model files in a cache outside Git.
It defines pipelines that connect code, data inputs, commands, and outputs and reruns only steps affected by changes. Experiments are tracked locally for comparison and reproduction, with code shared through Git hosting and data pushed to cloud or network remotes. The VS Code extension covers experiment tracking and data management and requires a separate install of core DVC.
Key features
- Version data and models with metadata stored in Git repo
- Store data cache outside Git and push to S3, Azure, Google Cloud, SSH
- Define pipelines linking code, data inputs, commands, and outputs
- Rerun only pipeline steps affected by changes
- Track, compare, and apply experiments locally using Git
- Compare parameters, metrics, models, and performance plots
Best for: Developers and data science teams versioning datasets, models, and experiments with Git-based workflows.
Good for
- Open source tool with command line interface and VS Code extension
- Works with existing Git hosting and multiple cloud or SSH remotes
- Tracks experiments in local Git repo without requiring separate servers
Watch out for
- VS Code extension covers experiment tracking and data management, with pipeline support still pending
- VS Code extension requires separate installation of core DVC
DVC at a glance
- Website
- github.com/iterative/dvc
- Category
- AI & Machine Learning › AI Data & Analytics
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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DVC FAQ
How does DVC store data in relation to Git?
Git stores code and DVC meta-files as placeholders for data, while data and model files are stored in a cache outside Git.
Where can shared data be stored?
The data cache can be shared and backed up on cloud storage such as S3, Azure, and Google Cloud, or on-premise network storage via SSH.
Does the VS Code extension work without installing DVC separately?
No, core DVC must be installed on the system separately; the extension guides setup if needed.
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