--- title: Securing and Managing Open Source ML Models and Packages description: Learn about the four key lessons for managing and securing ML development environments. Discover the importance of clear versioning schemas, caching artifacts,... canonical: https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Securing and Managing Open Source ML Models and Packages | daily.dev og:description: Learn about the four key lessons for managing and securing ML development environments. Discover the importance of clear versioning schemas, caching artifacts,... og:url: https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy og:image: https://api.daily.dev/og/posts/v3PhFQvIY.png og:image:alt: Securing and Managing Open Source ML Models and Packages og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Securing and Managing Open Source ML Models and Packages **[JFrog](https://daily.dev/sources/jfrog)** · 5 min read · 0 upvotes · 0 comments ## Summary Learn about the four key lessons for managing and securing ML development environments. Discover the importance of clear versioning schemas, caching artifacts, licensing procedures, and using trusted open source ML models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#security](https://daily.dev/tags/security), [#ai](https://daily.dev/tags/ai), [#mlops](https://daily.dev/tags/mlops), [#jfrog](https://daily.dev/tags/jfrog), [#artifactory](https://daily.dev/tags/artifactory) [View this post on daily.dev](https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Securing and Managing Open Source ML Models and Packages","url":"https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy"},"datePublished":"2024-02-21T20:39:28.142Z","dateModified":"2024-05-09T09:06:08.895Z","description":"Learn about the four key lessons for managing and securing ML development environments. Discover the importance of clear versioning schemas, caching artifacts,...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/50abec5c713432499e0fef41abe4f428?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/50abec5c713432499e0fef41abe4f428?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"JFrog","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"JFrog","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/b11bf37102384ac9983be701b2cf7cd5","url":"https://daily.dev/sources/jfrog"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/securing-and-managing-open-source-ml-models-and-packages-v3phfqviy","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"security,ai,mlops,jfrog,artifactory","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"JFrog","item":"https://daily.dev/sources/jfrog"},{"@type":"ListItem","position":3,"name":"Securing and Managing Open Source ML Models and Packages"}]} ```