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As AI scales, dataset versioning becomes critical. Without immutable storage, model drift becomes impossible to trace @Filecoin #AI #DataVersioning #ML
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Every piece of data in RPM has a timestamp and version tag. That means no more “mixed sources” or outdated answers — Only the truth as it was in that patch. #AI #DataVersioning #RealPlayerModel
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Excited to share my latest article on data versioning framework in machine learning! After months of research and project work, here is the best way to use data versioning with machine learning workflows. towardsdatascience.com/branc… #MachineLearning#DataVersioning

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Data versioning occurs in new iterations of a dataset when it undergoes corrections or receives additional data. It supports ✅ research reproducibility and ✅ trustworthiness. Read more about the #dataversioning standards and tools. 🔗 ow.ly/T1bj50PI7NM #ARDC
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1 Mar 2023
@lakeFS is heading to Big Data & AI World London next week 📣 🤩 Grab some time with @iddoav and @Michal_Wosk in person at Booth B460 (save your slot here: hubs.la/Q01DPrGk0) #BDAIW23 #bigdata #ai #dataversioning #dataengineers #liveevents
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This is How To Solve Your Data Versioning Problems. Read more on the Nuvolos blog: nuvolos.cloud/this-is-how-to… #dataversioning #DataScience #dataengineering #DataScientists #computationalscience
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Any tool/method to version online/stream data? Scenario: My model is being trained by pulling data from a database and I would like to version the data used at every training time. #DataAnalytics #DataScience #Python #MachineLearning #dataversioning
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12 Jul 2022
Accidentally deleted a petabyte of production data? oops.. Restoring a previous version of a dataset is not a big deal anymore. Learn all about data versioning and why it's essential for increasing the development speed of data teams: lakefs.io/data-versioning/ #dataversioning
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30 Jun 2022
Don't miss out on @ozkatz100, our Co-founder & CTO’s talk today at the @Databricks Data AI summit. Oz will be speaking about how to enable data versioning to billions of objects with lakeFS. #dataaisummit #dataversioning #dataengineering #DataVersionControl
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21 Jun 2022
Don't miss out on Oz Katz, our Co-founder & CTO who will talk at the @Databricks Data AI summit. Oz will be speaking about how to enable data versioning to billions of objects with lakeFS. See you there🚀 @ozkatz100 #dataaisummit #dataversioning
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17 Jun 2022
🚫🧢NO CAP NEWSLETTER 017 DROP🧢🚫 In this edition of the No Cap Newsletter, we highlight our views on #DataVersioning, cover the startup evaluation frameworks, and feature @calixo888 (Cohort #9), Head of Labs at @thinkfiveable. 📖 READ HERE: ripplexfellowship.substack.c…
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14 Jun 2022
There isn't a one-size-fits-all approach for adding data to lakeFS, from a single file to million files - Here are 3 ways you can add data to lakeFS: lakefs.io/3-ways-to-add-data… #data #datascience #datalake #dataengineering #dataversioning
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23 Feb 2022
See how to use Neptune for #DataVersioning 🔍 More info in the docs: bit.ly/39qQgZF bit.ly/3rICgoa

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15 Feb 2022
Here’s a quick tutorial on ​​how to use Neptune for #DataVersioning. Explore the docs to learn how to: - Version datasets in model training runs - Compare datasets between runs - Organize & share dataset versions Take a look ➡️ bit.ly/39qQgZF bit.ly/3rICgoa

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3 Jan 2022
The lakeFS community wishes everyone a great kick off of the year 2022! #datacommunity #community #2022ishere #lakefs #gitfordata #dataengineering #dataversioncontrol #dataversioning
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27 Dec 2021
The lakeFS version 0.57.2 is out! This release improves the "merge" operation performance. Find further details at buff.ly/3HfXIpv #lakefs #dataversioning #dataversioncontrol #dataengineering #datalake #bigdata

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This guide from @lakeFS' @datawhisp is a must-read for anyone looking for insight into how #dataversioning can impact business-critical environments. #BackedbyDTC lakefs.io/data-versioning/

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New! An important piece by a team of authors who review, challenge & discuss the recommendations by @resdatall on time-stamping & versioning evolving data sources #DataCitation #DataVersioning #DynamicData #PersistentIdentifiers #DataStewardship hdsr.mitpress.mit.edu/pub/si…

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