{"id":762,"date":"2018-06-28T03:14:27","date_gmt":"2018-06-28T00:14:27","guid":{"rendered":"http:\/\/kusuaks7\/?p=367"},"modified":"2025-12-02T07:40:43","modified_gmt":"2025-12-02T07:40:43","slug":"the-what-why-and-how-of-machine-learning-and-deep-learning","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/ai-ml\/the-what-why-and-how-of-machine-learning-and-deep-learning\/","title":{"rendered":"The What, Why, and How of Machine Learning and Deep Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"762\" class=\"elementor elementor-762\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2456014c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2456014c\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-846d423\" data-id=\"846d423\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5774e3a9 elementor-widget elementor-widget-text-editor\" data-id=\"5774e3a9\" data-element_type=\"widget\" data-e-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\t\t<strong><em>Ready to learn Machine Learning? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0<a href=\"https:\/\/www.experfy.com\/training\/courses\/machine-learning-foundations-supervised-learning\">Machine Learning Foundations: Supervised Learning<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-0e63173 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e63173\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4fdbd6a\" data-id=\"4fdbd6a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ab47ce7 elementor-widget elementor-widget-text-editor\" data-id=\"ab47ce7\" data-element_type=\"widget\" data-e-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\t\tWith growing amounts of computational power, machine learning and deep learning are increasingly making their way into numerous sectors. They are widely used for recognizing objects, translating speech in real-time, determining potential outcomes, understanding consumer habits, making personalized recommendations, and a lot more. In fact, consumer market leaders such as Amazon, Netflix, Apple, Google, and Microsoft are all backed up by these technologies.\n\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-477d713 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"477d713\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-51604ba\" data-id=\"51604ba\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-af0e76f elementor-widget elementor-widget-heading\" data-id=\"af0e76f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2><b>What is Machine Learning?<\/b><\/h2><\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-3bc5a6d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3bc5a6d\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-44c2133\" data-id=\"44c2133\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e84dc68 elementor-widget elementor-widget-text-editor\" data-id=\"e84dc68\" data-element_type=\"widget\" data-e-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\t\tMachine learning combines the principles of computer science and statistics. It focuses on solving real-world problems with neural networks designed to mimic our decision-making. Machine learning engineers create statistical models used for making predictions and identifying patterns in data. Its main objective is to build algorithms that can receive input data and use statistics for prediction without being explicitly programmed.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b72f01f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b72f01f\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-be0ae3b\" data-id=\"be0ae3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-136f131 elementor-widget elementor-widget-text-editor\" data-id=\"136f131\" data-element_type=\"widget\" data-e-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\t\tMachine learning uses algorithms to analyze data, learn from that data, and make informed decisions based on what it has learned. It\u00a0is employed in a range of computing tasks where designing and programming explicit algorithms with excellent performance are difficult or infeasible.\u00a0Thus, with the help of machine learning, software applications can become more accurate in predicting outcomes, automatically recognizing unknown patterns, obtaining deep insights, and creating high performing predictive models from data.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ea4d91f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea4d91f\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-86b3961\" data-id=\"86b3961\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-189a556 elementor-widget elementor-widget-heading\" data-id=\"189a556\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><b>How companies leverage machine learning<\/b><\/h3><\/h3>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-72ef7e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72ef7e1\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d09ddcb\" data-id=\"d09ddcb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e950de5 elementor-widget elementor-widget-text-editor\" data-id=\"e950de5\" data-element_type=\"widget\" data-e-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\t\tOn the whole, machine learning\u00a0enables companies to optimize their processes and increase customer satisfaction.\u00a0It has a\u00a0lot of applications ranging from price prediction and service automation to detection of fraudulent credit card transactions or network intruders. Among the most powerful\u00a0<strong>machine learning applications<\/strong>\u00a0in a business setting are:\n<ul>\n \t<li><b>Fraud detection<\/b><\/li>\n<\/ul>\nAccording to ACFE, businesses lose on average\u00a0<a href=\"http:\/\/www.acfe.com\/rttn2016\/docs\/Staggering-Cost-of-Fraud-infographic.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">5%<\/a>\u00a0of revenues each year due to fraud. Machine learning algorithms use pattern recognition and other techniques to spot anomalies, exceptions, and outliers by building models based on historical transactions, social network information, and other external data sources.\u00a0So machine learning development enables companies to detect and prevent fraudulent transactions in real-time.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-412f8e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"412f8e0\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-45379be\" data-id=\"45379be\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2855c4f elementor-widget elementor-widget-text-editor\" data-id=\"2855c4f\" data-element_type=\"widget\" data-e-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\t\tFor instance, banks can utilize historical transaction data for building algorithms that recognize fraudulent behavior and discover suspicious patterns of payments and transfers between networks of individuals with overlapping corporate connections. This kind of algorithm-based security applies to a wide range of scenarios, including cybersecurity and tax evasion.\n<ul>\n \t<li><b><b>Predictive maintenance in IoT<\/b><\/b><\/li>\n<\/ul>\n<a href=\"https:\/\/www.n-ix.com\/internet-of-things-solutions\/\" rel=\"noopener\">IoT solutions\u00a0<\/a>with built-in sensors are widely used for equipment maintenance. They gather data about everyday objects, such as fuel gauges and tires, and share it across a network. With the help of machine learning, IoT systems can analyze various data patterns such as temperature and humidity to predict performance and further outcomes.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-04c59c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"04c59c8\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dd06c10\" data-id=\"dd06c10\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9b05fcf elementor-widget elementor-widget-text-editor\" data-id=\"9b05fcf\" data-element_type=\"widget\" data-e-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\t\tFor instance, Caterpillar utilizes IoT and machine learning to uncover patterns in equipment and device data. The company identified that fuel meter readings were correlated with the amount of power used by on-board refrigerated containers. Caterpillar used that data to optimize operating parameters by modifying generator output. This resulted in impressive cost savings (of more than $30 per hour or $650,000 over a year).\n<ul>\n \t<li><b>Service personalization<\/b><\/li>\n<\/ul>\nMachine learning and AI enable companies to provide high-quality customer care by combining historical customer service data, natural language processing, and machine learning algorithms that continuously learn from business interactions. Thus customers can ask questions and get immediate answers generated by the algorithms.\n\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-9cb156f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9cb156f\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f216098\" data-id=\"f216098\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b84bc58 elementor-widget elementor-widget-text-editor\" data-id=\"b84bc58\" data-element_type=\"widget\" data-e-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\t\tSo customer service representatives can get involved only in exceptional cases, while the algorithms can take over not only routine tasks but also more advanced communication. In fact, around\u00a0<a href=\"http:\/\/www.businessinsider.com\/chatbots-vs-humans-for-customer-relations-2016-12\" target=\"_blank\" rel=\"noopener noreferrer\">44%<\/a>\u00a0of U.S. consumers have stated that they prefer chatbots to humans regarding customer service efficiency and this is just the beginning of the AI era.\n\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-bfe8c34 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bfe8c34\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6a003b3\" data-id=\"6a003b3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3172f9 elementor-widget elementor-widget-heading\" data-id=\"f3172f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2><b>What is Deep Learning?<\/b><\/h2>\n<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-348d295 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"348d295\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c8920f\" data-id=\"7c8920f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7352536 elementor-widget elementor-widget-text-editor\" data-id=\"7352536\" data-element_type=\"widget\" data-e-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\t\tIn practical terms, deep learning is\u00a0a subfield of machine learning which conducts supervised or unsupervised learning from data, using multiple internal layers of nonlinear processing units. While traditional machine learning algorithms are linear in nature, deep learning algorithms are stacked by increasing complexity. Software programs use the deep learning approach to apply the knowledge gained from the preceding layer of hierarchy.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4da1404 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4da1404\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0d037bc\" data-id=\"0d037bc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aef7b79 elementor-widget elementor-widget-text-editor\" data-id=\"aef7b79\" data-element_type=\"widget\" data-e-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\t\tWith the help of DL, precise details are cognitively spotted in the automated learning process and later applied for accurate decision making. Deep learning\u00a0can accelerate the problem-solving process for certain types of complex computer issues, most notably in the computer vision and natural language processing (NLP) fields. Deep learning also\u00a0involves mathematical modeling where some of the components can be adjusted to better predict the final outcome.\n\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7ea6b16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ea6b16\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-97985fe\" data-id=\"97985fe\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a652631 elementor-widget elementor-widget-text-editor\" data-id=\"a652631\" data-element_type=\"widget\" data-e-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\t\tOn the whole, a DL model is designed to continually analyze data with the human-like logic structure. To achieve this, deep learning engineers use a layered structure of algorithms called an artificial neural network (ANN), which is inspired by the biological neural network of the human brain.\u00a0This makes for machine intelligence that\u2019s far more capable than standard machine learning models.\n\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ac30dbc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac30dbc\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-34594ca\" data-id=\"34594ca\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2d0ece8 elementor-widget elementor-widget-text-editor\" data-id=\"2d0ece8\" data-element_type=\"widget\" data-e-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\t\tWhile both machine learning and deep learning fall under the broad category of AI, deep learning is most commonly behind human-like artificial intelligence software.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-db06cc6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"db06cc6\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f3f17ab\" data-id=\"f3f17ab\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-37784b5 elementor-widget elementor-widget-image\" data-id=\"37784b5\" data-element_type=\"widget\" data-e-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\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/06\/ML_and_DL-infographic.png\" alt=\"\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ae8dc2f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae8dc2f\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5da6f05\" data-id=\"5da6f05\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e8030b0 elementor-widget elementor-widget-heading\" data-id=\"e8030b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3><b>How deep learning is creating value for companies<\/b><\/h3>\n<\/h3>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7c9ffd8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7c9ffd8\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-62efc7e\" data-id=\"62efc7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-06523ee elementor-widget elementor-widget-text-editor\" data-id=\"06523ee\" data-element_type=\"widget\" data-e-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\t\tGlobal brands adopt deep learning to recognize speech or gestures, analyze documents and pictures connected to a large database, translate speech in real time, build recommendation systems, and more. For instance, Google, Apple, and Microsoft utilize deep learning in their voice and image recognition algorithms, while Netflix and Amazon use\u00a0it for analyzing and influencing consumer decision making. However, deep learning has a number of other revolutionary use cases such as:\n<ul>\n \t<li><b><b>Pattern recognition<\/b><\/b><\/li>\n<\/ul>\nDeep learning is widely used for recognizing patterns, which allows companies to monitor and process a multitude of things. For instance, PayPal utilizes deep learning via an open-source predictive analytics platform H2O to prevent fraudulent payment transactions or purchases.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d2d0fd3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2d0fd3\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0759e3b\" data-id=\"0759e3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cbf67e5 elementor-widget elementor-widget-text-editor\" data-id=\"cbf67e5\" data-element_type=\"widget\" data-e-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\t\tAnother example is\u00a0<a href=\"https:\/\/www.enlitic.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Enlitic<\/a>, which uses deep learning to process X-rays, MRIs, and other medical images to help doctors diagnose and treat various diseases. The company uses deep learning algorithms that\u00a0can discover the subtle patterns which characterize disease profiles. Deep learning networks can also provide rich insights in terms of early-stage disease detection, treatment planning, and monitoring.\n<ul>\n \t<li><b><b>Drug discovery and medical treatment<\/b><\/b><\/li>\n<\/ul>\nModern researchers use deep learning for drug discovery by combining data from a variety of sources. It helps them predict novel candidate biomolecules for several disease targets (most notably treatments for the Ebola virus, etc.) or discover new kinds of medicine.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-db6f9be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"db6f9be\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f25ecf\" data-id=\"7f25ecf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-94b227b elementor-widget elementor-widget-text-editor\" data-id=\"94b227b\" data-element_type=\"widget\" data-e-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\t\tFor instance,\u00a0<a href=\"https:\/\/baylabs.io\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">Bay Labs<\/a>\u00a0\u2013 a healthcare startup applies deep learning to medical imaging to help in the diagnosis and management of heart disease. With the help of deep learning, Bay Labs has potential to dramatically impact the leading cause of death, cardiovascular disease by improving access, value, and quality of medical imaging.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-fb9533b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fb9533b\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f57c5ee\" data-id=\"f57c5ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-59c93e4 elementor-widget elementor-widget-text-editor\" data-id=\"59c93e4\" data-element_type=\"widget\" data-e-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\t\tIn addition, an AI startup\u00a0<a href=\"http:\/\/www.atomwise.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Atomwise<\/a>\u00a0uses deep learning algorithms to solve the problem of drug discovery. Deep learning networks help to discover new medicines, as well as explore the possibility of repurposing known and tested drugs for use against new diseases.\n<ul>\n \t<li><b><b>Cybersecurity<\/b><\/b><\/li>\n<\/ul>\nDeep learning in cybersecurity allows the companies to reduce risks and expenses associated with failing to detect a threat.\u00a0It deals efficiently with malware, malicious URL,\u00a0and malicious code detection. Its self-taught algorithms recognize user activities which might put valuable data at risk and act to isolate them. In fact, deep learning can automate intrusion detection with impressive accuracy.\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4acace9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4acace9\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ded1672\" data-id=\"ded1672\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-416e983 elementor-widget elementor-widget-heading\" data-id=\"416e983\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Afterword<\/h2>\n<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-dd3ea14 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd3ea14\" data-element_type=\"section\" data-e-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=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-34126d8\" data-id=\"34126d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6bd7dae elementor-widget elementor-widget-text-editor\" data-id=\"6bd7dae\" data-element_type=\"widget\" data-e-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\t\tMachine learning and especially deep learning are revolutionizing many industries today including fintech, healthcare, transportation, edtech, etc. They show great potential in terms of developing autonomous self-taught machine learning applications, which can be used for detecting fraud, forecasting results, attracting new customers, and much more.\u00a0However, there is a shortage of machine learning engineers on the world market, and companies need to develop effective\u00a0<a href=\"https:\/\/www.n-ix.com\/tackle-shortage-machine-learning-engineers-nearshore\/\" rel=\"noopener\">strategies for resolving this challenge.<\/a>\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>With growing amounts of computational power, machine learning and deep learning are increasingly making their way into numerous sectors. They are widely used for recognizing objects, translating speech in real-time, determining potential outcomes, understanding consumer habits, making personalized recommendations, and a lot more. Still, some questions remain uncertain. What do these two entail? And&nbsp;should companies&nbsp;invest in&nbsp;machine learning development to benefit their businesses? We provide the answers to these questions in our article.<\/p>\n","protected":false},"author":302,"featured_media":4059,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[183],"tags":[97],"ppma_author":[1927],"class_list":["post-762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","tag-artificial-intelligence"],"authors":[{"term_id":1927,"user_id":302,"is_guest":0,"slug":"yustyna-velykholova","display_name":"Yustyna Velykholova","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Velykholova","first_name":"Yustyna","job_title":"","description":"Yustyna Velykholova is a Content Marketing Manager at N-iX. She is a gifted content manager with deep knowledge of the IT industry, digital marketing, SEO, and excellent research skills. She has written insightful and powerful content on various IT topics, including Data Science, Blockchain, Embedded development, IoT, Virtual Reality, to name a few.&nbsp;"}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/762","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/302"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=762"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/762\/revisions"}],"predecessor-version":[{"id":38199,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/762\/revisions\/38199"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/4059"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=762"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=762"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=762"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=762"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}