Audience
Machine Learning solution for companies
About Pachyderm
Pachyderm’s Data Versioning gives teams an automated and performant way to keep track of all data changes. File-based versioning provides a complete audit trail for all data and artifacts across pipeline stages, including intermediate results. Stored as native objects (not metadata pointers) so that versioning is automated and guaranteed. Autoscale with parallel processing of data without writing additional code. Incremental processing saves compute by only processing differences and automatically skipping duplicate data. Pachyderm’s Global IDs make it easy for teams to track any result all the way back to its raw input, including all analysis, parameters, code, and intermediate results. The Pachyderm Console provides an intuitive visualization of your DAG (directed acyclic graph), and aids in reproducibility with Global IDs.
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“Flyte’s scalability, data lineage, and caching capabilities enable us to train hundreds of models on petabytes of geospatial data, giving us an edge in our business.”
— Arno, CTO at Blackshark.ai
“With Flyte, we want to give the power back to biologists. We want to stand up something that they can play around with different parameters for their models because not every … parameter is fixed. We want to make sure we are giving them the power to run the analyses.”
— Krishna Yeramsetty, Principal Data Scientist at Infinome
“Flyte plays a vital role as a key component of Gojek's ML Platform by providing exactly that."
— Pradithya Aria Pura, Principal Engineer at Goj
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Pachyderm
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