--- title: Quantum Machine Learning with Python: Kernel Methods and... description: This blog explores Quantum Machine Learning (QML) and its potential in revolutionizing areas like drug discovery and finance. It covers quantum kernel methods... canonical: https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Quantum Machine Learning with Python: Kernel Methods and Neural Networks | daily.dev og:description: This blog explores Quantum Machine Learning (QML) and its potential in revolutionizing areas like drug discovery and finance. It covers quantum kernel methods... og:url: https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps og:image: https://api.daily.dev/og/posts/qfb9tHgPS.png og:image:alt: Quantum Machine Learning with Python: Kernel Methods and Neural Networks 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. # Quantum Machine Learning with Python: Kernel Methods and Neural Networks **[Towards Data Science](https://daily.dev/sources/tds)** · 15 min read · 0 upvotes · 0 comments ## Summary This blog explores Quantum Machine Learning (QML) and its potential in revolutionizing areas like drug discovery and finance. It covers quantum kernel methods and quantum neural networks, providing practical Python examples using Qiskit. The post also discusses the installation of Qiskit and the use of simulators or real hardware. The Quantum Kernel Methods section explains support vector machines (SVMs) and non-linear classifications using the kernel trick. The Quantum Kernel with ZZFeatureMaps example showcases the implementation of a quantum kernel for breast cancer classification. The Quantum Kernel Training section explores Quantum Kernel Alignment (QKA) for binary classification. The Quantum Neural Networks section explains the integration of QNNs into machine learning pipelines and demonstrates their usage with a breast cancer dataset. The conclusion highlights the importance of pre-processing techniques, such as feature rescaling, feature extraction, and feature selection, in optimizing QML models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#ai](https://daily.dev/tags/ai), [#neural-networks](https://daily.dev/tags/neural-networks), [#python](https://daily.dev/tags/python), [#qiskit](https://daily.dev/tags/qiskit) [View this post on daily.dev](https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps) ```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":"Quantum Machine Learning with Python: Kernel Methods and Neural Networks","url":"https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps"},"datePublished":"2024-03-16T16:41:41.673Z","dateModified":"2026-07-23T02:12:27.378Z","description":"This blog explores Quantum Machine Learning (QML) and its potential in revolutionizing areas like drug discovery and finance. It covers quantum kernel methods...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8e535e63faae2eafcb7b432c30acc57a?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8e535e63faae2eafcb7b432c30acc57a?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"Towards Data Science","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":"Towards Data Science","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/tds","url":"https://daily.dev/sources/tds"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/quantum-machine-learning-with-python-kernel-methods-and-neural-networks-qfb9thgps","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,neural-networks,python,qiskit","timeRequired":"PT15M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Towards Data Science","item":"https://daily.dev/sources/tds"},{"@type":"ListItem","position":3,"name":"Quantum Machine Learning with Python: Kernel Methods and Neural Networks"}]} ```