{"id":36489,"date":"2023-04-19T07:34:14","date_gmt":"2023-04-19T07:34:14","guid":{"rendered":"http:\/\/643f83c04fbd0d1b508f45d0"},"modified":"2023-08-31T09:43:29","modified_gmt":"2023-08-31T09:43:29","slug":"use-cases-of-machine-learning-algorithms","status":"publish","type":"post","link":"https:\/\/web.kalpakprojects.com\/Extentia\/use-cases-of-machine-learning-algorithms\/","title":{"rendered":"Use Cases of Machine Learning Algorithms"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"36489\" class=\"elementor elementor-36489\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e136eb0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e136eb0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-db503f9 ot-flex-column-vertical\" data-id=\"db503f9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7fab489 elementor-widget elementor-widget-heading\" data-id=\"7fab489\" 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 - v3.8.1 - 13-11-2022 *\/\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><h6 class=\"elementor-heading-title elementor-size-default\">Use Cases of Machine Learning Algorithms<\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4b4dd72 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b4dd72\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3dcc435 ot-flex-column-vertical\" data-id=\"3dcc435\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d99fe34 elementor-widget elementor-widget-text-editor\" data-id=\"d99fe34\" 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 - v3.8.1 - 13-11-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;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<p>In our previous blog post, we explored the evolution and different types of Machine Learning technology. Undoubtedly, Machine Learning has become ubiquitous in our daily lives. In this blog, we aim to delve deeper into Machine Learning algorithms and their current applications in the world. These algorithms are essentially computer programs that examine data and employ patterns to make predictions or classifications. For example, a decision tree algorithm divides data into smaller subsets based on attributes and creates a model that predicts possible outcomes and decisions. As an illustration, a decision tree may forecast the likelihood of a person buying a particular product based on their age, gender, income, and purchase history.<\/p><p>Overall, Machine Learning algorithms provide a powerful tool for analyzing large datasets and making accurate predictions. With the help of these algorithms, businesses can better understand their customers and make more informed decisions. So, if you have ever wondered how companies can predict what you might like to buy or what you might be interested in, machine learning algorithms like decision trees are often the answer.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ace9cb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ace9cb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-018b28f ot-flex-column-vertical\" data-id=\"018b28f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-271d3ac elementor-widget elementor-widget-text-editor\" data-id=\"271d3ac\" 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\tMachine Learning is All about Which Algorithm to Use \t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a654339 elementor-widget elementor-widget-text-editor\" data-id=\"a654339\" 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\tWith 90% of the world&#8217;s data being created in the last two years alone (IDC, 2021), the value of discerning patterns has never been more excellent. This makes Machine Learning algorithms the catalyst of informed decision-making, with 80% of businessmen reporting improved operational efficiency by leveraging these algorithms (Deloitte, 2020):\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5eb4d12 elementor-widget elementor-widget-text-editor\" data-id=\"5eb4d12\" 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<ul>\n \t<li>Linear Regression: The fundamental algorithm in a Machine Learning practitioner&#8217;s toolkit, linear regression, forecasts a numerical value by examining the correlation between dependent and independent variables. This method is the cornerstone of predicting financial market trends, albeit with little excitement.<\/li><br>\n \t<li>Logistic Regression: Complementing its linear counterpart, logistic regression is a crucial method for binary classification tasks, such as discerning whether an email is spam or legitimate. It estimates the likelihood of an event by fitting data to a logistic function, which is as captivating as its mathematical foundation implies.<\/li><br>\n \t<li>Decision Trees: Imagine a 20-question game by a computerized interrogator, where decision trees partition data into subsets based on feature values, expanding branches and leaves until a prediction is reached. These algorithms apply to various tasks, from diagnosing illnesses to detecting fraudulent transactions.<\/li><br>\n \t<li>Support Vector Machines: One of the most robust methods for regression, support vector machines operate by identifying the hyperplane that distinctly separates data points into classes. They are the vanguards of Machine Learning, mitigating overfitting and ensuring that no extraneous data point infiltrates the model.<\/li><br>\n \t<li>Neural Networks: The epitome of Machine Learning methodologies, neural networks draw inspiration from human brain functionality and comprise interconnected neurons or \u201cnodes.\u201d Their ability to learn and discern intricate patterns renders them ideal for image\/speech recognition and natural language processing.<\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-84e3961 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84e3961\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f79f0af ot-flex-column-vertical\" data-id=\"f79f0af\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76b327f elementor-widget elementor-widget-text-editor\" data-id=\"76b327f\" 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\tMachine Learning is More Than a Hypothetic Buzzword\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f68e569 elementor-widget elementor-widget-text-editor\" data-id=\"f68e569\" 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\tWhich companies do you envision when asked about Machine Learning? Google, Meta? Microsoft? Of course, these conglomerates are the \u201cJedi\u201d when it comes to actioning emerging technology, but let\u2019s look at some examples where brands are leveraging Machine Learning:\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dba00c elementor-widget elementor-widget-text-editor\" data-id=\"7dba00c\" 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<ul>\n \t<li>General Electric is at the forefront of harnessing Machine Learning in the manufacturing industry. Using predictive maintenance algorithms, GE can analyze sensor data from over 50,000 machines and identify potential failures, resulting in a 10-20% reduction in costs and a 25% increase in machine uptime.<\/li><br>\n \t<li>In aviation, Rolls-Royce is setting the bar for optimizing operations. The company uses algorithms to analyze over 70 trillion data points collected from 13,000 engines, leading to improved engine maintenance and reduced downtime. Deloitte reveals that this data-driven approach has increased aircraft availability by 20%.<\/li><br>\n \t<li>Regarding finance, JPMorgan Chase &amp; Co is using Machine Learning to tackle the ever-present fraud detection and mitigation issue. The global financial institution analyses over 40 petabytes of data daily to identify fraudulent transactions, resulting in a 50% reduction in false positives and a 20% lift in detection accuracy.<\/li><br>\n \t<li>The healthcare industry is not immune to Machine Learning either. AstraZeneca, a pharmaceutical company, has adopted Machine Learning algorithms to facilitate drug discovery and development. Take Nature\u2019s word for it, as the Biotechnology report states that it has led to a 50% reduction in identifying new drug candidates.<\/li><br>\n \t<li>Finally, we cannot overlook the impact on protein folding prediction as an Alphabet research lab \u2013 DeepMind \u2013 has made ground-breaking advancements with its AlphaFold system, outperforming competitors in the Critical Assessment of Protein Structure Prediction competition, achieving a GDT score of 92.4 out of 100.<\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-80784d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"80784d5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b28ec03 ot-flex-column-vertical\" data-id=\"b28ec03\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4441db9 elementor-widget elementor-widget-text-editor\" data-id=\"4441db9\" 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\tAre There Any Challenges? \t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a98d372 elementor-widget elementor-widget-text-editor\" data-id=\"a98d372\" 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\tAnd the answer is, \u201cThere are, indeed!\u201d As is true of any disruption, businesses must put in place ethical frameworks and guidelines. However, Machine Learning isn\u2019t a silver bullet that needs to be shot at every enterprise obstacle. As we continue to explore the applications of Machine Learning, we will also be challenged with ensuring transparency and accountability in how data is collected and used. From algorithmic data bias to lack of diversity in datasets, our upcoming blog unravels how businesses can overcome the challenges with Machine Learning. \n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31da726 elementor-widget elementor-widget-text-editor\" data-id=\"31da726\" 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>Read other Extentia Blog posts <a href=\"https:\/\/web.kalpakprojects.com\/Extentia\/media-resources\/blog\/\"><span style=\"color: red;\"><span style=\"text-decoration: underline;\">here<\/span><\/span><\/a>!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a656d2b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a656d2b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-30943ac ot-flex-column-vertical\" data-id=\"30943ac\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6bd98b4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6bd98b4\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.8.1 - 13-11-2022 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.5em)))}.elementor-social-icon{--e-social-icon-icon-color:#fff;display:-webkit-inline-box;display:-ms-inline-flexbox;display:inline-flex;background-color:#818a91;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;justify-content:center;text-align:center;cursor:pointer}.elementor-social-icon i{color:var(--e-social-icon-icon-color)}.elementor-social-icon 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.elementor-icon.elementor-social-icon{border-radius:10%}.elementor-shape-circle .elementor-icon.elementor-social-icon{border-radius:50%}<\/style>\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-facebook elementor-repeater-item-176ce48\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Facebook<\/span>\n\t\t\t\t\t\t<i class=\"fab fa-facebook\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-twitter elementor-repeater-item-77071bf\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Twitter<\/span>\n\t\t\t\t\t\t<i class=\"fab fa-twitter\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-2794f00\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t<i class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-link elementor-repeater-item-91d5218\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Link<\/span>\n\t\t\t\t\t\t<i class=\"fas fa-link\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-73186a5 ot-flex-column-vertical\" data-id=\"73186a5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cdb52a1 elementor-widget elementor-widget-text-editor\" data-id=\"cdb52a1\" 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><a href=\"https:\/\/web.kalpakprojects.com\/Extentia\/category\/blog\/data-science\/\">Data Science<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a443ce3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a443ce3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ea65ae0 ot-flex-column-vertical\" data-id=\"ea65ae0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2341597 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2341597\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Use Cases of Machine Learning Algorithms In our previous blog post, we explored the evolution and different types of Machine Learning technology. Undoubtedly, Machine Learning has become ubiquitous in our daily lives. In this blog, we aim to delve deeper into Machine Learning algorithms and their current applications in the world. These algorithms are essentially [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[95],"tags":[],"class_list":["post-36489","post","type-post","status-publish","format-standard","hentry","category-data-science"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/posts\/36489","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/comments?post=36489"}],"version-history":[{"count":12,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/posts\/36489\/revisions"}],"predecessor-version":[{"id":37838,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/posts\/36489\/revisions\/37838"}],"wp:attachment":[{"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/media?parent=36489"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/categories?post=36489"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/web.kalpakprojects.com\/Extentia\/wp-json\/wp\/v2\/tags?post=36489"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}