--- title: "An overview of machine learning security risks" url: https://daily.dev/posts/an-overview-of-machine-learning-security-risks-gukzlerty source_url: https://ubuntu.com/blog/machine-learning-security-risks type: article source: "Ubuntu" published: 2024-05-13T03:52:28.894Z updated: 2024-05-13T03:52:27.535Z tags: ["security", "machine-learning", "data-privacy"] reading_time: 12 upvotes: 1 comments: 0 language: 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: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- 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)