{"id":21282,"date":"2024-04-22T12:09:51","date_gmt":"2024-04-22T12:09:51","guid":{"rendered":"https:\/\/digitalscientists.com\/?p=21282"},"modified":"2024-06-25T16:16:07","modified_gmt":"2024-06-25T16:16:07","slug":"is-machine-learning-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/digitalscientists.com\/blog\/is-machine-learning-artificial-intelligence\/","title":{"rendered":"Is Machine Learning Artificial Intelligence?"},"content":{"rendered":"\n<p class=\"has-option-default\">Machine learning is a type or subset of artificial intelligence. Artificial intelligence, on the other hand, is a broader term than machine learning, which means that while you could call machine learning artificial intelligence and be correct, delineating ML from AI is likely more helpful. What\u2019s more, calling artificial intelligence machine learning is a non-sequitur.<\/p>\n\n\n\n<p class=\"has-option-default\">In other words, while all types of machine learning fall into the category of artificial intelligence, not all types of artificial intelligence (of which there are many) are considered machine learning.<\/p>\n\n\n\n<p class=\"has-option-default\">That was a mouthful! Let\u2019s demystify this topic a little more\u2026<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-option-default\">What Is the Difference Between Machine Learning and Artificial Intelligence?<\/h2>\n\n\n\n<p class=\"has-option-default\">Microsoft Azure does a great job of explaining the <a href=\"https:\/\/azure.microsoft.com\/en-us\/resources\/cloud-computing-dictionary\/artificial-intelligence-vs-machine-learning#:~:text=Machine%20learning%20is%20an%20application,its%20own%2C%20based%20on%20experience.\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">difference between AI and ML<\/a>. In their words, here is how these two related terms and their associated technologies compare, by definition.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-option-default\">Artificial Intelligence, Defined<\/h3>\n\n\n\n<p class=\"has-option-default\">Microsoft Azure defined AI as \u201cthe capability of a computer system to mimic human cognitive functions such as learning and problem-solving.\u201d<\/p>\n\n\n\n<p class=\"has-option-default\">How does it work? Microsoft Azure continues: \u201cThrough AI, a computer system uses math and logic to simulate the reasoning that people use to learn from new information and make decisions.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-option-default\">Machine Learning, Defined<\/h3>\n\n\n\n<p class=\"has-option-default\">As Microsoft Azure puts it, machine learning \u201cis an application of AI\u201d created through \u201cthe process of using mathematical models of data to help a computer learn without direct instruction\u201d.<\/p>\n\n\n\n<p class=\"has-option-default\">What this means, in practice, is that machine learning technology is designed to \u201clearn\u201d on its own (hence the \u201clearning\u201d in \u201cmachine learning\u201d), creating efficiencies in automation when trained correctly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-option-default\">How Does NLP Differ From AI\/ML?<\/h3>\n\n\n\n<p class=\"has-option-default\">If you\u2019ve ever heard of natural language processing (the technology that undergirds such programs as <a href=\"https:\/\/gemini.google.com\/app\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Google Gemini<\/a>, <a href=\"https:\/\/chat.openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ChatGPT<\/a>, and <a href=\"https:\/\/claude.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Claude AI<\/a>) that is, itself, is closely intertwined with machine learning.<\/p>\n\n\n\n<p class=\"has-option-default\">In <a href=\"https:\/\/www.ibm.com\/topics\/natural-language-processing\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">IBM\u2019s words<\/a>,<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-option-default\">\u201cNatural language processing, or NLP, combines computational linguistics\u2014rule-based modeling of human language\u2014with statistical and machine learning models to enable computers and digital devices to recognize, understand and generate text and speech.\u201d<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading has-option-default\">AI vs. ML: Going Deeper<\/h2>\n\n\n\n<p class=\"has-option-default\">Still feeling hazy about the above explanation? The answer to the question \u201cWhat is the difference between artificial intelligence and machine learning\u201d is not cut and dry, and we wouldn\u2019t blame you if that were the case. This is not an isolated opinion; <a href=\"https:\/\/cloud.google.com\/learn\/artificial-intelligence-vs-machine-learning\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">here\u2019s what Google says about the difference between AI &amp; ML<\/a>:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-option-default\">\u201cYou might hear people use artificial intelligence (AI) and machine learning (ML) interchangeably, especially when discussing big data, predictive analytics, and other digital transformation topics. The confusion is understandable as artificial intelligence and machine learning are closely related.\u201d<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading has-option-default\">The Case of the Curious Chef: Comparing AI vs ML With a Cooking Analogy<\/h2>\n\n\n\n<p class=\"has-option-default\">Here\u2019s an analogy to help you better understand the answer to the question \u201cHow is artificial intelligence different from machine learning?\u201d.<\/p>\n\n\n\n<p class=\"has-option-default\"><a href=\"https:\/\/www.google.com\/search?q=generate+an+analogy+for+the+difference+between+ai+and+ml\">Imagine a chef as an AI system<\/a>. The chef can do many things, like cook sauces and saut\u00e9 meats; make salads, and bake breads. ML is one of the chef&#8217;s skills. Think of it as the chef&#8217;s ability to learn and improve upon one or more cooking skills over time.<\/p>\n\n\n\n<p class=\"has-option-default\">Can the chef bake a boule or create a salad without ML? Sure! but the salad might not be as good as it could be. For instance, maybe patrons prefer endive whole, but romaine chopped. Maybe more patrons prefer their salad chilled, or their dressing on the side.<\/p>\n\n\n\n<p class=\"has-option-default\">With ML, the chef can learn what ingredients go well together, how to dress the salad perfectly (or leave the dressing on the side), and how to present food in a pleasing way that caters to the target clientele.<\/p>\n\n\n\n<p class=\"has-option-default\">Similarly, AI systems can perform tasks without ML, but they might not be as efficient or accurate as they could be. In other words, ML systems help AI systems learn from data and improve performance\/output over time.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-option-default\">What Are the Use Cases of AI &amp; ML?<\/h2>\n\n\n\n<p class=\"has-option-default\">The professional sphere continues to find new use cases for both artificial intelligence and machine learning across sectors, from banking to <a href=\"https:\/\/digitalscientists.com\/blog\/healthcare-software-development-guide\/\" target=\"_blank\" rel=\"noreferrer noopener\">healthcare<\/a> enterprises to new <a href=\"https:\/\/digitalscientists.com\/blog\/journey-of-a-startup-10-critical-steps-before-you-begin\/\" target=\"_blank\" rel=\"noreferrer noopener\">startups<\/a>, and more.<\/p>\n\n\n\n<p class=\"has-option-default\">Curious about how your business could benefit from AI\/ML technologies? At Digital Scientists we provide <a href=\"https:\/\/digitalscientists.com\/ai-machine-learning\/\" target=\"_blank\" rel=\"noreferrer noopener\">custom software development services, some of which utilize AI and ML<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-option-default\">Learn How AI\/ML Could Help Your Business<\/h2>\n\n\n\n<p class=\"has-option-default\">If you\u2019re looking to drive innovation, capitalize on data insights, and enable scalability for your business, we can help.<\/p>\n\n\n\n<p class=\"has-option-default\">Our focus on AI extends beyond just the technology; we prioritize creating tangible business value and catering our AI-driven strategies and solutions to your unique business needs, helping you stay ahead of competitors and industry trends.<\/p>\n\n\n\n<p class=\"has-option-default\">Ready to learn more? <a href=\"https:\/\/digitalscientists.com\/contact\/\" target=\"_blank\" rel=\"noreferrer noopener\">Contact us now<\/a> to start leveraging AI\/ML software development to your advantage!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning is a type or subset of artificial intelligence. Artificial intelligence, on the other hand, is a broader term than machine learning, which means that while you could call<\/p>\n","protected":false},"author":9,"featured_media":21284,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":true,"om_disable_all_campaigns":false,"inline_featured_image":true,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"categories":[144,136],"tags":[49],"coauthors":[37],"class_list":["post-21282","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-digital-health","tag-healthcare-innovation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI vs ML: Yes There&#039;s a Difference | Digital Scientists<\/title>\n<meta name=\"description\" content=\"Machine learning (ML) is just one type of Artificial intelligence (AI). 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