{"id":10944,"date":"2025-05-02T10:00:01","date_gmt":"2025-05-02T08:00:01","guid":{"rendered":"https:\/\/haimagazine.com\/uncategorized\/ai-and-quantum-computers-together-or-apart\/"},"modified":"2025-06-26T15:41:47","modified_gmt":"2025-06-26T13:41:47","slug":"ai-and-quantum-computers-together-or-apart","status":"publish","type":"post","link":"https:\/\/haimagazine.com\/en\/ai-industry\/ai-and-quantum-computers-together-or-apart\/","title":{"rendered":"\ud83d\udd12 AI and quantum computers: together or apart?"},"content":{"rendered":"<p>Artificial intelligence mimics the human characteristic thought processes. It learns, reasons, solves problems and makes decisions. It operates thanks to complex systems that create and implement algorithms. In turn, the learning ability ensures its flexibility and wide adaptability. It uses classic, though specialized computer equipment; for instance, GPU graphics processors.    <\/p><p>Quantum computers utilize the principles of quantum mechanics, and based on them, they can perform calculations that are impossible for classical computers. Thanks to phenomena such as <a href=\"https:\/\/www.youtube.com\/watch?v=PSyVZ_xLGNw\" data-type=\"link\" data-id=\"https:\/\/www.youtube.com\/watch?v=PSyVZ_xLGNw\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">superposition, entanglement and quantum tunneling<\/mark><\/a>, they can operate on qubits, which are the quantum equivalents of classical bits. Unlike a bit, a qubit can be in a state of 0, 1, or any superposition of states 0 and 1. This enables the processing of huge amounts of information at a speed inaccessible to computers that operate on traditional digital components.    <\/p><h4 class=\"wp-block-heading\"><strong>Domains of artificial intelligence superiority<\/strong><\/h4><p>Belonging of a classic computing infrastructure ensures wide availability. <a href=\"https:\/\/www.youtube.com\/watch?v=LfdK-v0SbGI\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">GPU<\/mark><\/a> and <a href=\"https:\/\/www.youtube.com\/watch?v=Cp3xOyxOZNo\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">TPU (Tensor Processing Units)<\/mark><\/a> systems enable the scalable deployment on cloud platforms, allowing AI tools to be used by companies and researchers around the world.  <\/p><p>Quantum computers require specialized equipment that is expensive and difficult to maintain.<br\/>The broad spectrum of applications clearly distinguishes AI from the niche uses of quantum computers. Advanced tools like <a href=\"https:\/\/www.youtube.com\/watch?v=iyHkg7TmHmE\" data-type=\"link\" data-id=\"https:\/\/www.youtube.com\/watch?v=iyHkg7TmHmE\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">TensorFlow and PyTorch<\/mark><\/a>, have enhanced AI model creation, while progress in natural language processing <mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">(<a href=\"https:\/\/www.youtube.com\/watch?v=fLvJ8VdHLA0\" target=\"_blank\" rel=\"noopener\">NLP<\/a>)<\/mark> has demonstrated practical applications in solving real-world problems. But these problems need to have a limited <a href=\"https:\/\/pl.wikibooks.org\/wiki\/Struktury_danych\/Z%C5%82o%C5%BCono%C5%9B%C4%87_obliczeniowa\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">computational complexity<\/mark><\/a>.  <\/p><h4 class=\"wp-block-heading\"><strong>Domains of quantum computers&#8217; superiority<\/strong><\/h4><p>Quantum computers enable efficient solving of complex optimization problems, such as supply chain logistics or financial portfolio optimization. Thanks to parallel processing, quantum machine learning (QML) will significantly <a href=\"https:\/\/www.semanticscholar.org\/paper\/Advancing-Time-Series-Forecasting%3A-Quantum-vs.-LSTM-Saha-Tasnim\/7f91651b01be004fd4c8f4ed74cec58d661c58e9\" data-type=\"link\" data-id=\"https:\/\/www.semanticscholar.org\/paper\/Advancing-Time-Series-Forecasting%3A-Quantum-vs.-LSTM-Saha-Tasnim\/7f91651b01be004fd4c8f4ed74cec58d661c58e9\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">reduce the training time of models<\/mark><\/a>. The computational power it possesses will allow to break the currently used cryptographic encryption methods, which will force the <a href=\"https:\/\/spectrum.ieee.org\/post-quantum-cryptography-2670649921?utm_source=pocket_shared\" data-type=\"link\" data-id=\"https:\/\/spectrum.ieee.org\/post-quantum-cryptography-2670649921?utm_source=pocket_shared\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">development of new standards<\/mark><\/a>.The computational capabilities of quantum computers allow to simulate molecular reactions at the atomic level. This is crucial for the pace and cost of developing vaccines, new drugs or chemical compounds.   <\/p><h4 class=\"wp-block-heading\"><strong>Challenges<\/strong><\/h4><p>Training artificial intelligence requires vast amounts of data. Their availability and quality, limited by regulations and confidentiality rules, directly affect the results. Hiding details about training data and model architectures often creates serious ethical challenges and blocks certain applications.  <\/p><p>Today, the biggest challenges in quantum computing are technical issues and high costs. Maintaining the coherence of qubits still poses a serious technical challenge. <a href=\"https:\/\/www.youtube.com\/watch?v=am7i4h_z48c\" data-type=\"link\" data-id=\"https:\/\/www.youtube.com\/watch?v=am7i4h_z48c\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">Environmental disturbances<\/mark><\/a>, which can destabilize quantum states, lead to <a href=\"https:\/\/www.youtube.com\/watch?v=zAEql2kvYFc\" data-type=\"link\" data-id=\"https:\/\/www.youtube.com\/watch?v=zAEql2kvYFc\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">errors in calculations<\/mark><\/a>. Moreover, building scalable quantum systems capable of handling thousands or millions of qubits still poses a<a href=\"https:\/\/www.spinquanta.com\/news-detail\/scalable-quantum-systems-the-path-to-quantum-advantage20250214084347\" target=\"_blank\" rel=\"noopener\"> <mark style=\"background-color:#82D65E\" class=\"has-inline-color\">challenge<\/mark><\/a> due to physical limitations. The required infrastructure, such as cryogenic cooling systems, is currently too costly for most organizations.   <\/p><h4 class=\"wp-block-heading\"><strong>Together<\/strong><\/h4><p>The combination of quantum computers&#8217; computational power with the adaptive capabilities of artificial intelligence has given rise to a new, interdisciplinary field called <a href=\"https:\/\/aioai.pl\/synergia-kwantowej-mocy-i-sztucznej-inteligencji\/\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">Quantum Artificial Intelligence (QAI)<\/mark><\/a>. This combination of technologies is designed to speed up the machine learning process and greatly enhance the performance large data sets analysis. This, in turn, is intended to enable solving a wide range of issues that are too complex for traditional (including digital) methods.  <\/p><h4 class=\"wp-block-heading\"><strong>Perspectives<\/strong><\/h4><p>It seems that in certain fields, like optimization or cryptography, quantum computers could become a direct competitor to artificial intelligence. However, today they&#8217;re still limited by developmental challenges. <\/p><p><a href=\"https:\/\/aioai.pl\/synergia-kwantowej-mocy-i-sztucznej-inteligencji\/\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">Synergy<\/mark><\/a> between AI and QC can lead to groundbreaking innovations in fields such as healthcare, climate modeling and cybersecurity. A hybrid approach that could combine classic artificial intelligence algorithms with quantum enhancements should become the norm. <\/p><p>I&#8217;ll venture to say that artificial intelligence and quantum computing are not inherently competitive with each other. On the contrary, they are complementary technologies with exceptional advantages. AI dominates in general-purpose applications due to its maturity and versatility, while QC will excel in solving complex problems. As both fields develop, their <a href=\"https:\/\/www.rolandberger.com\/en\/Insights\/Publications\/Quantum-computing-and-AI-A-superpower-in-the-making.html\" target=\"_blank\" rel=\"noopener\"><mark style=\"background-color:#82D65E\" class=\"has-inline-color has-contrast-color\">combined potential <\/mark><\/a>might redefine the approach to different industries \u2014from healthcare to finance\u2014 and usher us into an era where innovations transcend traditional boundaries.   <\/p>","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence (AI) and quantum computers (QC) are two groundbreaking technologies of the 21st century. The former is already widely used in many fields, while quantum computers are just beginning to move from the research phase to practical applications. <\/p>\n","protected":false},"author":57,"featured_media":10351,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_lock_modified_date":false,"footnotes":""},"categories":[783,787],"tags":[447,716,715,714],"popular":[],"difficulty-level":[38],"ppma_author":[345],"class_list":["post-10944","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-industry","category-it-technology","tag-ai-4","tag-ai-ethics-2","tag-artificial-intelligence","tag-trends","difficulty-level-medium"],"acf":[],"authors":[{"term_id":345,"user_id":57,"is_guest":0,"slug":"adam-jedrusyna","display_name":"Adam J\u0119drusyna","avatar_url":{"url":"https:\/\/haimagazine.com\/wp-content\/uploads\/2024\/10\/profile.jpg","url2x":"https:\/\/haimagazine.com\/wp-content\/uploads\/2024\/10\/profile.jpg"},"first_name":"Adam","last_name":"J\u0119drusyna","user_url":"","job_title":"","description":"Fan nowych technologii i historii. Z natury stoik i minimalista."}],"_links":{"self":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/10944","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/users\/57"}],"replies":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/comments?post=10944"}],"version-history":[{"count":1,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/10944\/revisions"}],"predecessor-version":[{"id":10945,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/10944\/revisions\/10945"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/media\/10351"}],"wp:attachment":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/media?parent=10944"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/categories?post=10944"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/tags?post=10944"},{"taxonomy":"popular","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/popular?post=10944"},{"taxonomy":"difficulty-level","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/difficulty-level?post=10944"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/ppma_author?post=10944"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}