{"id":218669,"date":"2026-05-22T09:30:00","date_gmt":"2026-05-22T13:30:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/22\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/"},"modified":"2026-05-22T10:40:28","modified_gmt":"2026-05-22T14:40:28","slug":"the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/22\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/","title":{"rendered":"The Hidden Bottleneck in Quantum Machine Learning: Getting Data into a Quantum Computer"},"content":{"rendered":"<p><a href=\"https:\/\/towardsdatascience.com\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/\">The Hidden Bottleneck in Quantum Machine Learning: Getting Data into a Quantum Computer<\/a><\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/\">https:\/\/towardsdatascience.com\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-05-22 09:30:00<\/a><\/p>\n<p>Source Domain: <a href=\"towardsdatascience.com\">towardsdatascience.com<\/a><\/p>\n<ul>\n<li>Quantum computers cannot directly read classical bits, requiring the embedding of classical data into quantum states using qubits.<\/li>\n<li>Classical neural networks read data through numerical vectors or tensors derived from different data modalities like sequential or spatial data.<\/li>\n<li>Quantum computers utilize qubits based on quantum mechanics, resulting in different information processing compared to classical bits.<\/li>\n<li>Two common methods for embedding classical data into quantum states are angle-based encoding and amplitude-based encoding.<\/li>\n<li>The process of loading classical data into quantum systems (quantum data loading) is a significant bottleneck in quantum machine learning due to computational expenses, highlighting the challenge in efficiently preparing quantum states despite their exponential representational capacity.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Hidden Bottleneck in Quantum Machine Learning: Getting Data into a Quantum Computer https:\/\/towardsdatascience.com\/the-hidden-bottleneck-in-quantum-machine-learning-getting-data-into-a-quantum-computer\/ Publish&#8230;<\/p>\n","protected":false},"author":1,"featured_media":218670,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/towardsdatascience.com\/wp-content\/uploads\/2026\/05\/embedding_cover-scaled-1.jpg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-218669","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/218669"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=218669"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/218669\/revisions"}],"predecessor-version":[{"id":218671,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/218669\/revisions\/218671"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/218670"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=218669"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=218669"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=218669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}