{"id":2476,"date":"2017-09-27T07:47:30","date_gmt":"2017-09-27T07:47:30","guid":{"rendered":"https:\/\/www.kolabtree.com\/blog\/?p=2476"},"modified":"2021-09-27T08:57:13","modified_gmt":"2021-09-27T08:57:13","slug":"understanding-scope-of-machine-learning-and-its-applications","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/","title":{"rendered":"Understanding the Scope of Machine Learning and its Applications"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f1d9771c9bf\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f1d9771c9bf\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/#What_is_Machine_Learning\" title=\"What is Machine Learning?\">What is Machine Learning?<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/#Supervised_Learning_vs_Reinforced_Learning\" title=\"Supervised Learning vs Reinforced Learning\">Supervised Learning vs Reinforced Learning<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/#Scope_of_Machine_Learning_and_Some_Applications\" title=\"Scope of Machine Learning and Some Applications \">Scope of Machine Learning and Some Applications <\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/#Latest_Research_on_Machine_Learning\" title=\"Latest Research on Machine Learning\">Latest Research on Machine Learning<\/a><\/li><\/ul><\/nav><\/div>\n<p>Self-driving cars, automated surveillance systems and personal bots. The scope of <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning?utm_source=Blog_UnderstandingML\">machine learning<\/a> is immense and is growing every day.\u00a0Machine learning has become a huge part of our life and yet many people don\u2019t understand how machine learning works. Sometimes, even tech-savvy individuals seem to be baffled by the concept of machine learning. While machine learning may seem daunting at the beginning, it is something of value to understand. Apart from the tech sector, scientific researchers have stated that understanding machine learning can improve our motor skills because it influences us to develop a systematic way of thinking.<\/p>\n<div id=\"attachment_2483\" style=\"width: 360px\" class=\"wp-caption alignleft\"><img aria-describedby=\"caption-attachment-2483\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-2483\" src=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-992x1024.png\" alt=\"\" width=\"350\" height=\"361\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-992x1024.png 992w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-291x300.png 291w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-768x793.png 768w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-1080x1115.png 1080w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-24x24.png 24w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280.png 1240w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/man-320276_1280-291x300@2x.png 582w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/><p id=\"caption-attachment-2483\" class=\"wp-caption-text\">Will the future see robots taking up the jobs of humans?<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_is_Machine_Learning\"><\/span><strong>What is Machine Learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>To start off, it is important to understand what machine learning is. Tom Mitchell(C.S professor at C.M.U) categorizes machine learning as a computer program that is said to learn from experience \u201cE\u201d with respect to some class of tasks \u201cT\u201d and performance measure \u201cP\u201d, if its performance at tasks in \u201cT\u201d, as measured by \u201cP\u201d, improves with experience \u201cE\u201d. In simple words, the essence of machine learning is <em>when a computer program can improve how it performs a certain task compared to its previous performances<\/em>. If a computer program is able to consistently improve in a game each time it plays, then that computer program is using machine learning to improve its performance.<\/p>\n<p>This arises a critical question as to how a computer program can learn by itself. For example, most programs behave in the way they are instructed to. For the vast majority of computer programs there are guidelines and restrictions on what a program can do and can\u2019t do. Therefore, at first it seems odd that a program is able to learn from experience and is able to improve after each task. Nevertheless, that is the purpose and specialty of machine learning. Machine learning gives computer programs the ability to learn and improve. The two primary ways in which computer programs manifest machine learning is through supervised learning, and reinforced learning.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Supervised_Learning_vs_Reinforced_Learning\"><\/span><strong>Supervised Learning vs Reinforced Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Supervised learning is when a machine is trained to do something using existing data. Machines are fed tons of data and the algorithm uses their previously analyzed data in order to learn and make decisions. For example, if a machine is fed tons of data about the real estate industry, soon it will learn to understand the housing market based on factors such as the economy, the stock market, the tax rate, and the population growth.<\/p>\n<p>On the other hand, reinforced learning follows a different approach to machine learning. Reinforced learning feeds the machine random or sporadic data. After going through massive amounts of data, the machine is able to make patterns and judgements from which it can learn. Then these patterns are evaluated and corrected allowing for the machine to get a better understanding of the task at hand. For example, toddlers learn a language by listening to others around them. After hearing random words and phrases continuously, they start to craft a pattern that makes sense to them. This allows them to learn a language fairly quick and interact with others. The same concept is being applied to natural language processing systems.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Scope_of_Machine_Learning_and_Some_Applications\"><\/span><strong>Scope of Machine Learning and Some Applications <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>-Predicting security breaches, finding malware and other anomalies in data<br \/>\n-Personalized recommendations (ex: Netflix, Amazon)<br \/>\n-Improving online search results based on preferences<br \/>\n-Natural language processing<br \/>\n-Smart cars and smart homes (IoT)<br \/>\n&#8211;<a href=\"https:\/\/blog.kolabtree.com\/wearable-tech-changing-the-face-of-healthcare\/?utm_source=Blog_UnderstandingML\">Wearable technology<\/a>, especially in <a href=\"https:\/\/www.kolabtree.com\/blog\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">healthcare<\/a><\/p>\n<div id=\"attachment_2484\" style=\"width: 510px\" class=\"wp-caption alignnone\"><img aria-describedby=\"caption-attachment-2484\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-2484\" src=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-1024x575.jpg\" alt=\"\" width=\"500\" height=\"281\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-1024x575.jpg 1024w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-300x168.jpg 300w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-768x431.jpg 768w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-1536x862.jpg 1536w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-1080x606.jpg 1080w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920.jpg 1920w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2017\/09\/car-1837301_1920-300x168@2x.jpg 600w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><p id=\"caption-attachment-2484\" class=\"wp-caption-text\">Machine learning algorithms fuel driverless cars<\/p><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Latest_Research_on_Machine_Learning\"><\/span><strong>Latest Research on Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Current developments in machine learning are primarily focused on revamping neural networks. Researchers believe that by streamlining neural networks it would be possible for machines to mimic human learning processes. These new learning frameworks can be extremely powerful tools and they have the ability to dramatically transform any industry. The field of machine learning is constantly achieving new\u00a0 breakthroughs everyday and it has the potential to completely revolutionize our future.<\/p>\n<p>With the rapidly increasing scope of machine learning, businesses and researchers often need to consult <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/machine-learning\">machine learning experts<\/a> for help with writing algorithms and developing effective AI\/ML solutions.\u00a0Will machine learning take over every industry, and will humanoid bots and smart cars become commonplace in households? We&#8217;ll have to wait and watch.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Self-driving cars, automated surveillance systems and personal bots. The scope of machine learning is immense and is growing every day.\u00a0Machine learning has become a huge part of our life and yet many people don\u2019t understand how machine learning works. Sometimes, even tech-savvy individuals seem to be baffled by the concept of machine learning. While machine<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/\" title=\"Read More\">Read More<\/a><\/div>\n","protected":false},"author":34,"featured_media":2482,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[434],"tags":[187,223],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Understanding the Scope of Machine Learning and its Applications<\/title>\n<meta name=\"description\" content=\"The scope of machine learning is immense, and is powering everything from personalized Netflix recommendations to driverless cars. But what exactly is machine learning and how does it work?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kolabtree.com\/blog\/understanding-scope-of-machine-learning-and-its-applications\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Understanding the Scope of Machine Learning and its Applications\" \/>\n<meta property=\"og:description\" content=\"The scope of machine learning is immense, and is powering everything from personalized Netflix recommendations to driverless cars. 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