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🦉DVC
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🦉DVC
@DVCorg
Open source tool for data, models, & experiment versioning for ML projects. Join our stellar community dvc.org/support for help, support and insights.
San Francisco, CA
dvc.org
Joined May 2018
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  • user avatar
    🦉DVC
    @DVCorg
    21h
    For AI touching power grids and pipelines, the baseline here is non-negotiable: DVC and Git tracing every dataset behind a recommendation, plus physics-based constraint checks before anything reaches a control system. 👉🏽 hubs.la/Q04nYtMV0
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    148
  • user avatar
    🦉DVC
    @DVCorg
    Jul 28
    @truefoundry published a hands-on guide (auf Deutsch) to deploying DVC-versioned models straight to @kubernetes — dvc pull the model from S3, wrap it in @FastAPI, and ship it. 👉🏽 hubs.la/Q04nZ4Lg0
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    157
  • user avatar
    🦉DVC
    @DVCorg
    Jul 24
    The Swiss AI Center (@hes_so) turned a full MLOps course into a space mission: DVC versions your data at liftoff, CML reviews model diffs in orbit, and drift alerts trigger reentry back into Label Studio for retraining. 👉🏽 hubs.la/Q04nYNL00
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    184
  • user avatar
    🦉DVC
    @DVCorg
    Jul 22
    Muhammad Ishfaq trained a great emotion-detection model, then couldn't reproduce it. His fix: MLflow's registry for model versions, DVC for the data behind them, and treating experiment logging as non-negotiable from day one. 👉🏽 hubs.la/Q04nYX3X0
    227
  • user avatar
    🦉DVC
    @DVCorg
    Jul 20
    Sachin and Sameeksha Garg walk through a battle-tested MLOps stack for fraud detection in finance: DVC for file-level model versioning, blue-green @kubernetes rollouts, and drift monitoring to catch when production data stops matching training data. 👉🏽 hubs.la/Q04nZ5cX0
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    271
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