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Distributed file-systems made easy with Python's fsspecPyCon DE & PyData 20252025-04-23
fsspec provides a single Python API for local and cloud stores, showing concrete code: pandas reads a CSV/Parquet via fsspec with S3/GCS backends, parquet…
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Building Reproducible ML Processes with an Open Source StackAI_dev: Open Source GenAI & ML Summit Europe 20242024-06-19
Claims a reproducible ML experiment needs three concrete pieces: code (Git + KubeFlow), data (MinIO + lakeFS) and environment (infrastructure-as-code), and…
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ML Data Version Control and Reproducibility at ScaleAI_dev: Open Source GenAI & ML Summit Europe 20242024-06-19
Demonstrates a Git-like system (lakeFS) that version-controls S3/Minio data with zero-copy pointers so petabytes don’t get duplicated, supports branches that…
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Data Versioning Explained the Open Source WayDeveloper Summit 20202020-11-21
Surveys four concrete approaches to data versioning and when to pick each: ML pipeline tools (DVC and similar) version training sets, hyperparameters and…
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Data Versioning - does it mean what we think it means?Data Con LA 20202020-10-23
Compares concrete tools and use cases: DVC and MLflow for versioning data+code+configs in ML pipelines; Iceberg, Hudi, Delta Lake for adding mutability to…
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