--- title: An overview of machine learning security risks | daily.dev description: This post provides an overview of machine learning security risks and highlights key threats and challenges. It covers topics such as data security, tools... canonical: https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: An overview of machine learning security risks | daily.dev og:description: This post provides an overview of machine learning security risks and highlights key threats and challenges. It covers topics such as data security, tools... og:url: https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty og:image: https://api.daily.dev/og/posts/GukzleRTY.png og:image:alt: An overview of machine learning security risks 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. # An overview of machine learning security risks **[Ubuntu](https://daily.dev/sources/ubuntu)** · 12 min read · 1 upvotes · 0 comments ## Summary This post provides an overview of machine learning security risks and highlights key threats and challenges. It covers topics such as data security, tools security, ML model security, hardware security, end device security, and the human factor. The post also discusses the top four machine learning security risks: package security vulnerabilities, data poisoning, adversarial attacks, and data privacy. It concludes by providing best practices to improve machine learning security and mentions some open-source AI solutions. ## 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), [#machine-learning](https://daily.dev/tags/machine-learning), [#data-privacy](https://daily.dev/tags/data-privacy) [View this post on daily.dev](https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty) ```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":"An overview of machine learning security risks","url":"https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty"},"datePublished":"2024-05-13T03:52:28.894Z","dateModified":"2024-05-13T03:52:27.535Z","description":"This post provides an overview of machine learning security risks and highlights key threats and challenges. It covers topics such as data security, tools...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/ef68fc5fd9716974e307fa622e4b859d?_a=AQAEuiZ","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/ef68fc5fd9716974e307fa622e4b859d?_a=AQAEuiZ","isAccessibleForFree":true,"articleSection":"Ubuntu","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":"Ubuntu","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/e9ae7e11e4574c27a37fcd23062e723e","url":"https://daily.dev/sources/ubuntu"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"security,machine-learning,data-privacy","timeRequired":"PT12M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Ubuntu","item":"https://daily.dev/sources/ubuntu"},{"@type":"ListItem","position":3,"name":"An overview of machine learning security risks"}]} ```