{"id":19314,"date":"2019-12-15T16:13:06","date_gmt":"2019-12-15T21:13:06","guid":{"rendered":"https:\/\/www.erbessd-instruments.com\/?p=19314"},"modified":"2025-06-17T13:14:59","modified_gmt":"2025-06-17T18:14:59","slug":"machine-learning-vibration-analysis","status":"publish","type":"post","link":"https:\/\/www.erbessd-instruments.com\/de\/articles\/machine-learning-vibration-analysis\/","title":{"rendered":"What is Machine Learning &#038; Artificial Intelligence?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"19314\" class=\"elementor elementor-19314\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-a867923 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a867923\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-367de3d\" data-id=\"367de3d\" 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-da56828 elementor-widget elementor-widget-text-editor\" data-id=\"da56828\" 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<h1 style=\"text-align: center;\">What is Machine Learning?<\/h1>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-457aa32 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"457aa32\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-81a1338\" data-id=\"81a1338\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c185028 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c185028\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7cf4dc1\" data-id=\"7cf4dc1\" 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-7aaf0c2 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"7aaf0c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h1&quot;,&quot;h2&quot;,&quot;h3&quot;],&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__7aaf0c2\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__7aaf0c2\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__7aaf0c2\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-860295a\" data-id=\"860295a\" 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-741d356 elementor-widget elementor-widget-image\" data-id=\"741d356\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"303\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Multiplatform-devices.jpg\" class=\"attachment-large size-large wp-image-10087491\" alt=\"laptop, computer, smartphone with Analysis Vibration App\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Multiplatform-devices.jpg 600w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Multiplatform-devices-300x152.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2fc95f8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2fc95f8\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cdaa0a7\" data-id=\"cdaa0a7\" 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-3338bda elementor-widget elementor-widget-text-editor\" data-id=\"3338bda\" 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<p><strong>Machine learning<\/strong>\u00a0is a tool that allows systems the ability to learn and improve automatically based upon experience. Machine learning does not need specific programming to carry out an activity.\u00a0<strong>Machine learning\u00a0 is the development of computer programs\u00a0<\/strong>that can access data, and through a series of algorithms use the data to learn for itself what action should be taken based on that data.<\/p><p><strong>The primary object of machine learning is to allow the system to learn automatically\u00a0<\/strong>without human intervention. This allows the system to adjust and take action accordingly.\u00a0 The learning process begins with the system observing reference data and experiences based on that data. The system then begins to understand and learn what actions to take when specific patterns within a data set present themselves.<\/p>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-f7b88e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f7b88e1\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8ef9ac9\" data-id=\"8ef9ac9\" 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-ee7cd12 elementor-widget elementor-widget-image\" data-id=\"ee7cd12\" 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\" width=\"700\" height=\"386\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/diagram.jpg\" class=\"attachment-large size-large wp-image-10087496\" alt=\"Wireles Modbus Integration\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/diagram.jpg 700w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/diagram-300x165.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c26d497 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c26d497\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ee70afd\" data-id=\"ee70afd\" 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-b2a8433 elementor-widget elementor-widget-text-editor\" data-id=\"b2a8433\" 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<div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><h2>Different Types of Machine Learning<\/h2><\/div><\/div><div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><h3><span id=\"Machine_learning_algorithms_are_divided_into_4_primary_types\" class=\"ez-toc-section\"><\/span>Machine learning Algorithms Are Divided Into Four primary types.<\/h3><\/div><\/div>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6379d87 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6379d87\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-835d792\" data-id=\"835d792\" 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-01ec63a elementor-widget elementor-widget-text-editor\" data-id=\"01ec63a\" 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<p><strong>Supervised machine learning algorithms\u00a0<\/strong>are the most common type of algorithm. A supervised machine algorithm applies what the system learned in the past to new data. Supervised algorithms use examples of previous similar training data sets and labeled faults within them to predict future faults based on the new but similar data set the system is interpreting. Training data sets are typically first recognized via human intervention and the the system is then taught to recognize patterns associated with each applicable training data set. Then, the system compares those training data sets to newly acquired data sets. The system can identify and predict targeted faults after sufficient training data sets are available to compare to. This type of machine learning can further compare its own decided upon action with the corrected intended action and identify errors that improve the applicable model.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-74bb8d4\" data-id=\"74bb8d4\" 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-3e37559 elementor-widget elementor-widget-image\" data-id=\"3e37559\" 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\" width=\"810\" height=\"600\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/App-for-windows.jpg\" class=\"attachment-large size-large wp-image-10087507\" alt=\"App for windows\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/App-for-windows.jpg 810w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/App-for-windows-300x222.jpg 300w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/App-for-windows-768x569.jpg 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-e21016d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e21016d\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-cf6714f\" data-id=\"cf6714f\" 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-4597619 elementor-widget elementor-widget-text-editor\" data-id=\"4597619\" 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<p><strong>Unsupervised machine learning algorithms\u00a0<\/strong>utilize unclassified and unlabeled \u201craw\u201d data. This raw data has no previously identified faults and thus simply attempts to infer an action based upon hidden unlabeled faults within uncategorized data.\u00a0 The system does not have a predefined failure mode pattern or any prescribed potential actions thus it does not figure out the right action. Instead the system explores the data and attempts to draw conclusions based on unidentified patterns or labeled faults within any learning data sets.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-57505b6\" data-id=\"57505b6\" 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-b760d05 elementor-widget elementor-widget-image\" data-id=\"b760d05\" 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 loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"559\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/EI_Analytic_Nube.jpg\" class=\"attachment-large size-large wp-image-10087524\" alt=\"open database\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/EI_Analytic_Nube.jpg 700w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/EI_Analytic_Nube-300x240.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-1c1f403 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c1f403\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ad7efff\" data-id=\"ad7efff\" 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-c876ae4 elementor-widget elementor-widget-text-editor\" data-id=\"c876ae4\" 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<p><strong>Semi-supervised machine learning algorithms<\/strong> are a combination of both supervised and unsupervised learning using both labeled and unlabeled data sets for training. Those data sets are typically represented by large volumes of unlabeled uncategorized data. The system then incorporates smaller predefined sets of labeled and categorized fault pattern data.\u00a0 Machine learning systems like our <a href=\"https:\/\/www.erbessd-instruments.com\/vibration-analyzers\/\">DigivibeMX platform<\/a> that use this method have considerably improved learning accuracy. Semi-supervised machine learning is chosen when the acquired labeled data requires skilled resources in order to train it and identify inferred actions to take when the system recognizes a fault pattern.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4b4fbe2\" data-id=\"4b4fbe2\" 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-a611cc8 elementor-widget elementor-widget-image\" data-id=\"a611cc8\" 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 loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"402\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Vibration_Analyzers_Products-1024x402.jpg\" class=\"attachment-large size-large wp-image-10087534\" alt=\"\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Vibration_Analyzers_Products-1024x402.jpg 1024w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Vibration_Analyzers_Products-300x118.jpg 300w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Vibration_Analyzers_Products-768x301.jpg 768w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/Vibration_Analyzers_Products.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4d76635 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d76635\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0da697a\" data-id=\"0da697a\" 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-71c92f4 elementor-widget elementor-widget-spacer\" data-id=\"71c92f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-cb41ca7 elementor-widget elementor-widget-text-editor\" data-id=\"cb41ca7\" 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<p><strong>Reinforcement machine learning algorithms\u00a0<\/strong>are the machine learning method that that takes trial and error actions based upon a data set and is rewarded when the correct action is taken. This creates a reinforcing approach to the\u00a0 decision making process within the system. This allows the system to quickly and automatically determine the ideal action within a specific data set based on simple reward feedback. This method maximizes the systems performance through the quick use of reinforcement signals.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-925de0f\" data-id=\"925de0f\" 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-6561f7f elementor-widget elementor-widget-image\" data-id=\"6561f7f\" 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 loading=\"lazy\" decoding=\"async\" width=\"263\" height=\"191\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/yesno.jpg\" class=\"attachment-large size-large wp-image-10087544\" 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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-47f83e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"47f83e8\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-c0946d6\" data-id=\"c0946d6\" 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-22aad81 elementor-widget elementor-widget-spacer\" data-id=\"22aad81\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-cdad828 elementor-widget elementor-widget-text-editor\" data-id=\"cdad828\" 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<div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-9\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><h3>Implementation with Vibration Analysis<\/h3><p>Vibration analysis <a href=\"https:\/\/www.erbessd-instruments.com\/articles\/online-monitoring\/\">online monitoring<\/a> lends itself well to machine learning as a result of the large data sets that are able to be analyzed. The two different types of online monitoring systems deploy very different types of machine learning, though.<\/p><p>Online surveillance systems like the\u00a0<a href=\"https:\/\/www.erbessd-instruments.com\/vibration-monitoring\/\">Phantom<\/a> that are by definition a reconnaissance or surveillance type system typically deploy semi-supervised machine learning protocols. They require some specialized knowledge to identify exceptions within data sets and supervision to insure the accuracy of the analysis and actions taken by the learning system. The more data that has been reviewed and acted on by the system the more reliable the system becomes.<\/p><p>Online protection systems like API 670 compliant protection systems typically deploy reinforced machine learning protocols.\u00a0 An action is taken based on the data that is then is rewarded by the system. An example of this philosophy would be a proximity probe system exceeding the allowable displacement tolerances and shutting the machine down. The reward in this case is the system is saved from catastrophic and typically expensive failure.<\/p><\/div><\/div><\/div><\/div><\/div><\/div>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3499edc\" data-id=\"3499edc\" 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-037376c elementor-widget elementor-widget-spacer\" data-id=\"037376c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-c5b4926 elementor-widget elementor-widget-image\" data-id=\"c5b4926\" 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 loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"225\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/phantom-logo.jpg\" class=\"attachment-large size-large wp-image-10087574\" alt=\"\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/phantom-logo.jpg 600w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2019\/12\/phantom-logo-300x113.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-e34739f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e34739f\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4cdfac3\" data-id=\"4cdfac3\" 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-ebda403 elementor-widget elementor-widget-text-editor\" data-id=\"ebda403\" 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<h4><strong>Phantom\u00ae Includes Three Types of Learning:<\/strong><\/h4><p><strong>RMS:<\/strong> Is the simplest learning process (but not less reliable). During this period, Phantom will track the RMS of velocity, acceleration, and acceleration envelope to define a later behavior.<\/p><p><strong>Envelope alarms:<\/strong>\u00a0During the learning process, our continuous monitoring system will evaluate each of the spectra to determine a normal behavior in each of the corresponding frequencies. So, in the future, Phantom will know when an unknown frequency appears or any other known frequency increases in amplitude, and thus through the semi-supervised protocol take predefined actions based on the data.<\/p><p><strong>Preset bearing and gearboxes faults:<\/strong>\u00a0Emphasis is made for tracking preset bearing and gearboxes faults and taking appropriate action based on the fault frequencies presenting and their severity.<\/p>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b37f157\" data-id=\"b37f157\" 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-b0d4029 elementor-widget elementor-widget-image\" data-id=\"b0d4029\" 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 loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"314\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/vibration_analyzer_digivibe-medium.jpg\" class=\"attachment-large size-large wp-image-10084801\" alt=\"Vibration Analyzer\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/vibration_analyzer_digivibe-medium.jpg 500w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/vibration_analyzer_digivibe-medium-300x188.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\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<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-d18127f e-flex e-con-boxed e-con e-parent\" data-id=\"d18127f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c56223c elementor-widget elementor-widget-spacer\" data-id=\"c56223c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-8a55ecc e-flex e-con-boxed e-con e-parent\" data-id=\"8a55ecc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-fa97506 e-flex e-con-boxed e-con e-child\" data-id=\"fa97506\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-817c13e elementor-widget-divider--view-line_text elementor-widget-divider--element-align-center elementor-widget elementor-widget-divider\" data-id=\"817c13e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\t<b>About the author<\/b>\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-1efcc8c e-flex e-con-boxed e-con e-child\" data-id=\"1efcc8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-56c67e8 e-flex e-con-boxed e-con e-child\" data-id=\"56c67e8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0a711a8 elementor-widget elementor-widget-text-editor\" data-id=\"0a711a8\" 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<p><strong>Dr. Michael Howard,<\/strong> is an American entrepreneur and Air Force veteran with a remarkable career in the predictive maintenance industry spanning over 30 years, and a variety of industrial sectors, including industrial manufacturing, reliability engineering, and instrumentation development and design organizations. Dr. Howard is a graduate of Excelsior University, Capella University, and New Charter University with degrees in Electro-Mechanical Engineering, Leadership and Organizational Management, and Engineering Management.<\/p><p>As the CEO of Erbessd Instruments, he leads strategy, sales, marketing, and operations in English-speaking markets. He is a certified reliability engineer, certified maintenance and reliability professional, and category III vibration analyst.\u00a0 Michael is a passionate advocate for wireless instrumentation, video deflection, and the Industrial Internet of Things (IIoT).<\/p><p>ERBESSD INSTRUMENTS\u00ae is a leading manufacturer of Vibration Analysis Equipment, Dynamic Balancing Machines, and Condition Monitoring with facilities in Mexico, the USA, the United Kingdom, and India.<\/p>\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\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-becfb1c e-con-full e-flex e-con e-child\" data-id=\"becfb1c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2fc160 elementor-widget elementor-widget-image\" data-id=\"b2fc160\" 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 loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/09\/Michael-Howard.jpg\" class=\"attachment-large size-large wp-image-10145435\" alt=\"\" srcset=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/09\/Michael-Howard.jpg 500w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/09\/Michael-Howard-300x300.jpg 300w, https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/09\/Michael-Howard-150x150.jpg 150w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-6416c0d e-flex e-con-boxed e-con e-child\" data-id=\"6416c0d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-708c534 e-flex e-con-boxed e-con e-parent\" data-id=\"708c534\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b09c15 elementor-widget elementor-widget-spacer\" data-id=\"3b09c15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>What is Machine Learning? Table of Contents Machine learning\u00a0is a tool that allows systems the ability to learn and improve automatically based upon experience. Machine learning does not need specific programming to carry out an activity.\u00a0Machine learning\u00a0 is the development of computer programs\u00a0that can access data, and through a series of algorithms use the data &#8230; <a title=\"What is Machine Learning &#038; Artificial Intelligence?\" class=\"read-more\" href=\"https:\/\/www.erbessd-instruments.com\/de\/articles\/machine-learning-vibration-analysis\/\" aria-label=\"Mehr Informationen \u00fcber What is Machine Learning &#038; Artificial Intelligence?\">Weiterlesen<\/a><\/p>\n","protected":false},"author":6,"featured_media":10085190,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[21],"tags":[37,26,27,28,29,38,23,25],"class_list":["post-19314","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","tag-artificial-intelligence","tag-iiot","tag-industrial-internet-of-things","tag-internet-of-things","tag-iot","tag-machine-learning","tag-vibration-analysis","tag-vibration-analyzer"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What is Machine Learning &amp; Artificial Intelligence? - ERBESSD<\/title>\n<meta name=\"description\" content=\"Machine Learning is a method of data analytics; the system learns from the historic data sets &amp; takes action based upon the learning process.\" \/>\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.erbessd-instruments.com\/articles\/machine-learning-vibration-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Machine Learning &amp; Artificial Intelligence?\" \/>\n<meta property=\"og:description\" content=\"Machine Learning is a method of data analytics; the system learns from the historic data sets &amp; takes action based upon the learning process.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.erbessd-instruments.com\/articles\/machine-learning-vibration-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"ERBESSD INSTRUMENTS\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/erbessdinstrumentsco\" \/>\n<meta property=\"article:published_time\" content=\"2019-12-15T21:13:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-17T18:14:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.erbessd-instruments.com\/wp-content\/uploads\/2021\/06\/Multiplatform-devices450x227.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"450\" \/>\n\t<meta property=\"og:image:height\" content=\"227\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Luis Sabido\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ErbessdRel\" \/>\n<meta name=\"twitter:site\" content=\"@ErbessdRel\" \/>\n<meta name=\"twitter:label1\" content=\"Verfasst von\" \/>\n\t<meta name=\"twitter:data1\" content=\"Luis Sabido\" \/>\n\t<meta name=\"twitter:label2\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data2\" content=\"7\u00a0Minuten\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"What is Machine Learning & Artificial Intelligence? - ERBESSD","description":"Machine Learning is a method of data analytics; 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