--- title: The role of data-induced randomness in quantum machine... description: A research paper introducing the 'class margin' metric for binary classification tasks in quantum machine learning (QML). The metric merges average randomness... canonical: https://daily.dev/posts/the-role-of-data-induced-randomness-in-quantum-machine-learning-classification-tasks-qhp3kjts8 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The role of data-induced randomness in quantum machine learning classification tasks | daily.dev og:description: A research paper introducing the 'class margin' metric for binary classification tasks in quantum machine learning (QML). The metric merges average randomness... og:url: https://daily.dev/posts/the-role-of-data-induced-randomness-in-quantum-machine-learning-classification-tasks-qhp3kjts8 og:image: https://api.daily.dev/og/posts/QHP3kJTs8.png og:image:alt: The role of data-induced randomness in quantum machine learning classification tasks 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. # The role of data-induced randomness in quantum machine learning classification tasks **[Nature](https://daily.dev/sources/nature)** · 3 min read · 0 upvotes · 0 comments ## Summary A research paper introducing the 'class margin' metric for binary classification tasks in quantum machine learning (QML). The metric merges average randomness and classification margin to analytically connect data-induced randomness with classification accuracy for a given data-embedding map. The authors benchmark various data-embedding strategies using class margin, demonstrating its ability to identify randomness that hinders classification performance, offering a new evaluation approach for QML models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [What Makes Quantum Machine Learning “Quantum”?](https://daily.dev/posts/what-makes-quantum-machine-learning-quantum--7oeba6mga) · Towards Data Science · 0 upvotes · 0 comments - [Why Should We Bother with Quantum Computing in ML?](https://daily.dev/posts/why-should-we-bother-with-quantum-computing-in-ml--bczxaels8) · Towards Data Science · 0 upvotes · 0 comments - [Quantum Machine Learning Is Emerging as a Practical Tool for Drug Discovery](https://daily.dev/posts/quantum-machine-learning-is-emerging-as-a-practical-tool-for-drug-discovery-gepd5819i) · The Quantum Insider · 0 upvotes · 0 comments - [Quantum advantage for learning shallow neural networks with natural data distributions](https://daily.dev/posts/quantum-advantage-for-learning-shallow-neural-networks-with-natural-data-distributions-ypd2cvswe) · Nature · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#quantum-computing](https://daily.dev/tags/quantum-computing), [#classification](https://daily.dev/tags/classification) [View this post on daily.dev](https://daily.dev/posts/the-role-of-data-induced-randomness-in-quantum-machine-learning-classification-tasks-qhp3kjts8) ```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":"The role of data-induced randomness in quantum machine learning classification tasks","url":"https://daily.dev/posts/the-role-of-data-induced-randomness-in-quantum-machine-learning-classification-tasks-qhp3kjts8","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-role-of-data-induced-randomness-in-quantum-machine-learning-classification-tasks-qhp3kjts8"},"datePublished":"2026-07-28T12:37:51.422Z","dateModified":"2026-07-28T12:38:10.059Z","description":"A research paper introducing the 'class margin' metric for binary classification tasks in quantum machine learning (QML). 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