{"id":186138,"date":"2024-06-14T06:26:00","date_gmt":"2024-06-14T05:26:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=186138"},"modified":"2024-06-12T20:28:30","modified_gmt":"2024-06-12T19:28:30","slug":"all-about-ethical-ai","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/all-about-ethical-ai","title":{"rendered":"Ethical AI: Towards responsible and fair technology"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"186138\" class=\"elementor elementor-186138\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b9bc51d e-flex e-con-boxed e-con\" data-id=\"b9bc51d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0746cc4 elementor-widget elementor-widget-text-editor\" data-id=\"0746cc4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<h2><b>The peculiarities of <\/b><a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\"><b>artificial intelligence<\/b><\/a><b> no longer require demonstration. Ensuring that AI adheres to ethical standards has, therefore, emerged as a significant concern globally. However, how can we be certain that technology behemoths, embroiled in intense competition, will take the initiative to incorporate these restrictive measures into their innovations?<\/b><\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7eded9c elementor-widget elementor-widget-text-editor\" data-id=\"7eded9c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">You&#8217;ve likely come across it in various places. Elon Musk has critiqued ChatGPT for leaning towards being overly &#8220;politically correct.&#8221; In truth, OpenAI&#8217;s AI <a href=\"https:\/\/datascientest.com\/en\/meta-goes-head-to-head-with-openai-and-gpt-4\">aims to maintain a moral stance and uphold certain values<\/a>. It shies away from answering queries with dishonest motivations and consistently seizes the opportunity to reprimand those whose inquiries reveal <b>anti-democratic or racist inclinations<\/b>. The debate on whether ChatGPT\u2019s mode of operation is commendable or not is a part of the broader discussion on artificial intelligence ethics or, more specifically, the imperative to steer it in that direction.<\/span><\/p><p><span style=\"font-weight: 400;\">This debate is far from superficial, given that the capabilities of these machines are escalating, facilitating more sophisticated forecasts. Already, <b>AI surpasses humans in a myriad of medical diagnoses and legal analyses<\/b>, with its repertoire of accomplishments continually expanding.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-705e795 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"705e795\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/deep-learning-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Become an expert in AI <\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0e89771 e-flex e-con-boxed e-con\" data-id=\"0e89771\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-014f2e4 elementor-widget elementor-widget-heading\" data-id=\"014f2e4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">Irregularities present in certain AI systems<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c38da1 elementor-widget elementor-widget-text-editor\" data-id=\"0c38da1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The risks posed by AI are neither novel nor difficult to specify.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54f4876 elementor-widget elementor-widget-heading\" data-id=\"54f4876\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Societal prejudices<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-394cfe2 elementor-widget elementor-widget-text-editor\" data-id=\"394cfe2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Given that AI fundamentally relies on data, this leads to two implications:<\/span><\/p><ul><li><span style=\"font-weight: 400;\">This data can manifest <\/span><b>prejudices through the automatic interpretation of information<\/b><span style=\"font-weight: 400;\">, devoid of any conscious bias. Consequently, AI may replicate these prejudices; <a href=\"https:\/\/www.nature.com\/articles\/s42256-020-0186-1\">Nature<\/a> has detailed insights on this issue.<\/span><\/li><li><span style=\"font-weight: 400;\">It may incorporate our <\/span><b>personal data<\/b><span style=\"font-weight: 400;\">, thereby exacerbating certain preconceptions we hold, rather than offering a new perspective.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9018fc2 elementor-widget elementor-widget-text-editor\" data-id=\"9018fc2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Indeed, on numerous occasions, AI systems have demonstrated glaring biases. Studies conducted by the University of Washington, Carnegie Mellon University, and Xi&#8217;an Jiaotong University in China have observed that some generative AI systems exhibit societal, sexist, or other forms of bias. <a href=\"https:\/\/www.propublica.org\/article\/machine-bias-risk-assessments-in-criminal-sentencing\">ProPublica<\/a> has reported extensively on instances of bias within AI tools used by the judicial system.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf05a73 elementor-widget elementor-widget-image\" data-id=\"cf05a73\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"789\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai1.jpg\" class=\"attachment-full size-full wp-image-186144\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai1.jpg 1000w, https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai1-300x237.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai1-768x606.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b85b7cd elementor-widget elementor-widget-text-editor\" data-id=\"b85b7cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As noted by ProPublica, an AI tool utilized by courts in the United States to assess the likelihood of repeat offenses predicted twice the number of false positives for Black defendants (45%) compared to white defendants (23%). In addition, it was revealed that a Google AI algorithm systematically excluded women&#8217;s resumes for research positions.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fb4b84 elementor-widget elementor-widget-heading\" data-id=\"3fb4b84\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">The intrinsic risks of deepfakes<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea362ef elementor-widget elementor-widget-text-editor\" data-id=\"ea362ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Another cause for concern is AI&#8217;s ability to produce highly convincing <a href=\"https:\/\/datascientest.com\/en\/deepfake-a-dangerous-tool-on-the-rise\"><em>deepfakes<\/em><\/a>. Since 2017, actresses such as Emma Watson, Scarlett Johansson, or singers like Taylor Swift and Katy Perry have been forced to confront the <\/span><b>emergence of pornographic videos<\/b><span style=\"font-weight: 400;\"> crafted without their consent. Furthermore, deepfakes have been utilized <\/span><b>for political purposes<\/b><span style=\"font-weight: 400;\"> to sully the reputation of future American presidents or to falsely attribute statements to them they never made.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23fab57 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"23fab57\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn to buid AI models<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e62d880 e-flex e-con-boxed e-con\" data-id=\"e62d880\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfd5847 elementor-widget elementor-widget-heading\" data-id=\"cfd5847\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Cornelian dilemmas<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f73ef43 elementor-widget elementor-widget-text-editor\" data-id=\"f73ef43\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In the context of an <\/span><b>autonomous vehicle<\/b><span style=\"font-weight: 400;\">, imaginable scenarios can be quite vexing. The vehicle may be forced to choose the lesser of two evils, knowing that some form of damage is inevitable. Should it prioritize the safety of its passengers even if it means risking the lives of young children crossing the road? Formulating an answer to this is anything but straightforward.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-81bd897 e-flex e-con-boxed e-con\" data-id=\"81bd897\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e69fcb3 elementor-widget elementor-widget-heading\" data-id=\"e69fcb3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What defines an ethical AI?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c927f8b elementor-widget elementor-widget-text-editor\" data-id=\"c927f8b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In light of such challenges, the necessity to impose ethical guidelines on AI has become clear. This concept aligns closely with the <\/span><b>three laws of robotics<\/b><span style=\"font-weight: 400;\"> as proposed by author Isaac Asimov in his series of short stories and novels, which are predicated on the philosophy that a robot must <\/span><b>always protect and serve its human creators<\/b><span style=\"font-weight: 400;\">, even at the cost of its own existence to save them. Presently, AI is at the center of similar deliberations and stands.<\/span><\/p><p><span style=\"font-weight: 400;\">An ethical AI system would respect both humanity and the planet. UNESCO, following extensive discussions on the topic, has highlighted the necessity to adhere to several values deemed vital to our societies:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Upholding fundamental human rights and dignity;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supporting life in peaceful societies;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Championing diversity and eschewing gender biases;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Respecting environmental and climate considerations.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77bdc02 elementor-widget elementor-widget-image\" data-id=\"77bdc02\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"822\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai2.jpg\" class=\"attachment-full size-full wp-image-186145\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai2.jpg 1000w, https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai2-300x247.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/06\/ethical-ai2-768x631.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c385210 elementor-widget elementor-widget-text-editor\" data-id=\"c385210\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Meanwhile, the European Union has approved the AI Act, set to take effect in May 2024. It encompasses numerous restrictive measures:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Restricted use of facial recognition;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Banning citizen scoring;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Requiring clear disclosure if an image has been produced by generative AI;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">And more.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a7a107 elementor-widget elementor-widget-text-editor\" data-id=\"2a7a107\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">These various initiatives aim to <\/span><b>regulate a rapidly evolving technology<\/b><span style=\"font-weight: 400;\"> and to <\/span><b>implement safeguards<\/b><span style=\"font-weight: 400;\"> before it\u2019s too late. Yet, amidst a relentless battle for dominance, can we genuinely expect these technological juggernauts to pause and ponder the long-term ramifications of artificial intelligences?<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12f10e9 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"12f10e9\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our  courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d88f46 elementor-widget elementor-widget-html\" data-id=\"3d88f46\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"What is an Ethical AI?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"The necessity to impose ethical guidelines on AI has become clear. 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Should it prioritize the safety of its passengers even if it means risking the lives of young children crossing the road? Formulating an answer to this is anything but straightforward.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The peculiarities of artificial intelligence no longer require demonstration. Ensuring that AI adheres to ethical standards has, therefore, emerged as a significant concern globally. However, how can we be certain that technology behemoths, embroiled in intense competition, will take the initiative to incorporate these restrictive measures into their innovations? You&#8217;ve likely come across it in [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":186140,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2427],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Ethical AI: Towards responsible and fair technology<\/title>\n<meta name=\"description\" content=\"The excesses of artificial intelligence are no longer in question. Therefore, ensuring that AI adheres to ethical principles has become a major concern on a large scale.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/all-about-ethical-ai\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ethical AI: Towards responsible and fair technology\" \/>\n<meta property=\"og:description\" content=\"The peculiarities of artificial intelligence no longer require demonstration. 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