{"id":93224,"date":"2022-12-08T13:40:11","date_gmt":"2022-12-08T18:40:11","guid":{"rendered":"https:\/\/innowise-group.inno.ws\/?page_id=93224"},"modified":"2025-12-23T05:24:47","modified_gmt":"2025-12-23T10:24:47","slug":"machine-learning-for-education","status":"publish","type":"post","link":"https:\/\/innowise.com\/de\/blog\/machine-learning-for-education\/","title":{"rendered":"Maschinelles Lernen f\u00fcr das Bildungs&shy;wesen: Algorithmen, Vorz\u00fcge und Vorhersagen"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"93224\" class=\"elementor elementor-93224\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e6733c6 main-block elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e6733c6\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-66 elementor-top-column elementor-element elementor-element-5af7f03c\" data-id=\"5af7f03c\" data-element_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-40f647f9 elementor-widget elementor-widget-html\" data-id=\"40f647f9\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"breadcrumbs flex\">\n    <div class=\"info\"> \n    <a href=\"https:\/\/innowise.com\/\">\n  Main\n  <\/a>\n    <\/div>\n    <div class=\"info\">\n         <a href=\"https:\/\/innowise.com\/about-us\/\">\n  About us\n  <\/a>\n    <\/div>\n     <div class=\"info\">\n          <a href=\"https:\/\/innowise.com\/blog\/\">\n  Blog\n  <\/a>\n    <\/div>\n<\/div>\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\/\", \n  \"@type\": \"BreadcrumbList\", \n  \"itemListElement\": [{\n    \"@type\": \"ListItem\", \n    \"position\": 1, \n    \"name\": \"7 reasons Java is perfect for enterprise software development\",\n    \"item\": \"https:\/\/innowise.com\/blog\/java-for-enterprise-applications\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 2, \n    \"name\": \"Blog\",\n    \"item\": \"https:\/\/innowise.com\/blog\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 3, \n    \"name\": \"Name\",\n    \"item\": \"https:\/\/innowise.com\/\"  \n  }]\n}\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78d33ae9 elementor-widget elementor-widget-html\" data-id=\"78d33ae9\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"article-info flex\">\n    <div class=\"info\"> \n    5 min read\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f444666 elementor-widget elementor-widget-text-editor\" data-id=\"4f444666\" 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\t\t<h1 class=\"title-tinder\"><span style=\"font-weight: 400; color: #ffffff;\">Machine learning for education industry: algorithms, advantages, predictions<\/span><\/h1>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2abf81ad elementor-widget elementor-widget-shortcode\" data-id=\"2abf81ad\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[display_tags]<\/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-33 elementor-top-column elementor-element elementor-element-114bbf89 button-tinder elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"114bbf89\" data-element_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 class=\"elementor-section elementor-top-section elementor-element elementor-element-163b650f article-description elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"163b650f\" 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-50 elementor-top-column elementor-element elementor-element-b381776 author-article\" data-id=\"b381776\" data-element_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-4fd559d0 elementor-widget elementor-widget-text-editor\" data-id=\"4fd559d0\" 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\t\t<span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/services\/machine-learning\/\">Machine learning<\/a><\/span> seems to be another buzzword in software development from the first glance.<\/span>\n\n<span style=\"font-weight: 400;\">But if we look at the statistics and predictions, it looks like utilizing ML and AI in our daily life will be the only future we can have. According to <\/span><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/artificial-intelligence-ai-education-market-report\" rel=\"nofollow\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Grand View Research<\/span><\/a><span style=\"font-weight: 400;\">, the market size for artificial intelligence in education was valued at around 1.8 billion US dollars in 2021 and is expected to increase at a compound annual growth rate of 36% from 2022 to 2030.<\/span>\n\n<span style=\"font-weight: 400;\">Even though it seems a bit too ambitious, the numbers are pretty likely to be real because the spread of ML and AI-based products and their efficiency has already shown a certain impact on the market and existing businesses. Most <span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/industries\/elearning\/\">modern educational platforms<\/a><\/span> implement machine learning solutions in one or another way to enhance customer experience and increase revenue at the same time, let alone for edutainment or pure entertainment.<\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-717971e e-con-full e-flex e-con e-parent\" data-id=\"717971e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a16a684 e-grid e-con-full e-con e-child\" data-id=\"a16a684\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55bf8d0 elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"55bf8d0\" data-element_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=\"841\" height=\"1054\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1.png\" class=\"attachment-full size-full wp-image-155287\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1.png 841w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1-239x300.png 239w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1-817x1024.png 817w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1-768x963.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-1-10x12.png 10w\" sizes=\"(max-width: 841px) 100vw, 841px\" \/>\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 class=\"elementor-element elementor-element-9d505ad elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"9d505ad\" data-element_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=\"434\" height=\"485\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-2.png\" class=\"attachment-full size-full wp-image-155288\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-2.png 434w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-2-268x300.png 268w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/10\/img-2-11x12.png 11w\" sizes=\"(max-width: 434px) 100vw, 434px\" \/>\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<div class=\"elementor-element elementor-element-0f92e38 e-con-full e-flex e-con e-child\" data-id=\"0f92e38\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a80f767 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"a80f767\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">It\u2019s too costly to ignore ML for your EdTech app.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1942f97 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1942f97\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">We have solid machine learning expertise to give your app the competitive edge it needs to succeed.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-757edb8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"757edb8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/innowise.com\/contact-us\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-494d237 author-article-title elementor-widget elementor-widget-text-editor\" data-id=\"494d237\" 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\t\t<h2><span style=\"font-weight: 400;\">Advantages of machine learning for EdTech<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b10734b elementor-widget elementor-widget-text-editor\" data-id=\"b10734b\" 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\t\t<p><span style=\"font-weight: 400;\">EdTech refers to online education, which boomed in 2019 as a result of the COVID-19 pandemic. That\u2019s generally true because EdTech utilizes computer software and hardware to augment traditional educational theory and practice in the learning process.<\/span><\/p><p><span style=\"font-weight: 400;\">Implementing machine learning and artificial intelligence was just a question of time. But how does it help students and tutors?<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae555ac elementor-widget elementor-widget-text-editor\" data-id=\"ae555ac\" 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\t\t<h3>Automated text analysis<\/h3>\n<span style=\"font-weight: 400;\">Automated text analysis allows tutors to give their students feedback in a swift and more precise form. As studied by <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666920X22000145\" rel=\"nofollow\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">several researchers<\/span><\/a><span style=\"font-weight: 400;\">, by utilizing supervised machine learning algorithms educational organizations can build systems that would be able to extract the informative part from the students\u2019 texts, analyze them, and give certain feedback on their knowledge.<\/span>\n\n<span style=\"font-weight: 400;\">Such solutions can not only increase the efficiency of learning by giving more precise and timely responses but also wipe out any misunderstanding or conflict between tutors and students by excluding any possibility of biased attitudes.<\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e76114 elementor-widget elementor-widget-text-editor\" data-id=\"7e76114\" 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\t\t<h3>Personalized and adaptive learning<\/h3><p><span style=\"font-weight: 400;\">Such solutions bring more versatility into the learning process which can affect the overall efficiency of the educational process.<\/span><\/p><p><span style=\"font-weight: 400;\">By utilizing personalized and adaptive learning tools, tutors and students can adapt to each other\u2019s needs by adjusting the learning materials, schedule, and tempo. Students can pick the subjects they\u2019re truly interested in while tutors are empowered to create more personalized learning experiences with increased effectiveness.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dee844 elementor-widget elementor-widget-text-editor\" data-id=\"3dee844\" 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\t\t<h3>Increasing efficiency<\/h3><p><span style=\"font-weight: 400;\">Also, automating administrative processes with ML tools can dramatically increase the efficiency of education. Algorithms can do almost anything from manual routine work to tracking attendance to automatically sending homework and lectures to the students\u2019 devices. With all of the resources saved, educators can dedicate more time to personal consultations or create more complex and practice-focused tasks for students.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4648c8 elementor-widget elementor-widget-image\" data-id=\"b4648c8\" data-element_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=\"800\" height=\"680\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-1-4.png\" class=\"attachment-large size-large wp-image-93255\" alt=\"Advantages of EdTech\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-1-4.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-1-4-300x255.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-1-4-768x653.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-1-4-14x12.png 14w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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 class=\"elementor-element elementor-element-2f6f3d1 elementor-widget elementor-widget-text-editor\" data-id=\"2f6f3d1\" 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\t\t<h3>Learning analytics<\/h3><p><span style=\"font-weight: 400;\">Learning analytics is also a great tool for providing more informative feedback to both students and tutors. By investigating an individual\u2019s environment and progress, an analyst can see strong and weak points of one and bring them up which should result in adjusting the educational process to current conditions and increase the efficiency of studying.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fee6fc elementor-widget elementor-widget-text-editor\" data-id=\"5fee6fc\" 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\t\t<h3>Predictive analytics<\/h3><p><span style=\"font-weight: 400;\">With this tool, tutors can assist their students in pointing out strengths and weaknesses. For instance, such frameworks can predict certain success in learning one subject and flaws in another. As a result, students will be able to distribute their efforts much more efficiently during the learning process and, overall, education will be of higher quality.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cebbf2 elementor-widget elementor-widget-text-editor\" data-id=\"9cebbf2\" 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\t\t<h3>Evaluating assessments<\/h3><p><span style=\"font-weight: 400;\">By utilizing the technologies mentioned above, machine learning and artificial intelligence tools can also improve the assessment process. For example, several types of tests can be automated and randomized with no loss in evaluation precision. Also, a combination of text analysis tools and learning analytics can be used to show students&#8217; performance during written exams and how their environment affected their results.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01d6035 elementor-widget elementor-widget-text-editor\" data-id=\"01d6035\" 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\t\t<h2><span style=\"font-weight: 400;\">Key technologies used in EdTech development<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fc69ae elementor-widget elementor-widget-text-editor\" data-id=\"8fc69ae\" 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\t\t<h3>Python<\/h3><p><span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/technologies\/python-development\/\">Python<\/a><\/span> is one of the most popular programming languages for creating and setting up ML and AI applications. It allows developers to build and deploy such solutions in a rapid and cost-effective manner.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e49930f elementor-widget elementor-widget-text-editor\" data-id=\"e49930f\" 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\t\t<h3>Java<\/h3><p><span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/technologies\/java-development\/\">Java<\/a><\/span> is a cross-platform language, which makes it great for web servers for educational platforms. Given a large number of libraries for machine learning, Java can be used not only for the web server of educational platforms but also used to build a system that helps to choose the right training course (as an example). Java servers keep the load well, so they are a good tool for creating streaming lectures, courses, and online learning.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ab1273 elementor-widget elementor-widget-text-editor\" data-id=\"4ab1273\" 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\t\t<h3>Node.js<\/h3><p><span style=\"font-weight: 400;\">If compared to Python, <span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/technologies\/nodejs-development\/\">Node.js<\/a><\/span> can win if a product needs a swifter back-end. Also, this programming language has a great number of libraries that allow deploying complex solutions with integrated machine learning algorithms.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84d7992 elementor-widget elementor-widget-text-editor\" data-id=\"84d7992\" 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\t\t<h3>Google Cloud ML<\/h3><p><span style=\"font-weight: 400;\">Google Cloud is a great choice for a cost-effective solution that should be swift and easy to rescale. It won\u2019t take any hardware capabilities while remaining fully functional. Their Vertex AI has built-in capabilities for swiftly deploying and easily maintaining literally anything in terms of ML in the cloud.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e701699 elementor-widget elementor-widget-text-editor\" data-id=\"e701699\" 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\t\t<h3>Computer Vision API<\/h3><p><span style=\"font-weight: 400;\">Microsoft Azure\u2019s computer vision API can enhance learning by giving the tools for analyzing visual data such as pictures and videos. ML models trained with computer vision can perform a wider array of tasks in a range of fields.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf0aa9d elementor-widget elementor-widget-text-editor\" data-id=\"bf0aa9d\" 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\t\t<h3>AWS<\/h3><p><span style=\"font-weight: 400;\"><span style=\"text-decoration: underline;\"><a href=\"https:\/\/innowise.com\/technologies\/aws\/\">Amazon<\/a><\/span> provides software developers with an array of machine learning and data analytics tools. The most widely known are AWS Sagemaker and AWS Lex.<\/span><\/p><p><span style=\"font-weight: 400;\">AWS Sagemaker is a convenient tool for developing, deploying, and managing machine learning and data analytics applications.<\/span><\/p><p><span style=\"font-weight: 400;\">With AWS Lex, developers can create any dialogue-based extension to the current learning system from chatbots to voice-operated virtual assistants. This is a powerful tool for creating more immersive and effective self-educational tools.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec804b0 author-article-title elementor-widget elementor-widget-text-editor\" data-id=\"ec804b0\" 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\t\t<h2><span style=\"font-weight: 400;\">Machine learning in education: success stories<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09d6507 elementor-widget elementor-widget-text-editor\" data-id=\"09d6507\" 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\t\t<p><span style=\"font-weight: 400;\">As mentioned above, ML and AI-based solutions have already invaded our lives and they won\u2019t change. Netflix&#8217;s recommendation system isn&#8217;t the only thing going on, nor is Google&#8217;s live captioning. Such solutions are already helping people learn.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8981e6b elementor-widget elementor-widget-text-editor\" data-id=\"8981e6b\" 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\t\t<h3>Grammarly<\/h3><p><span style=\"font-weight: 400;\">Grammarly is an online writing assistant that can help you write clearer, more accurate, and more engaging texts.<\/span><\/p><p><span style=\"font-weight: 400;\">They\u2019re considered the best grammar-checking application for now and have millions of users across the globe.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9584e07 elementor-widget elementor-widget-text-editor\" data-id=\"9584e07\" 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\t\t<h3>SchooLinks<\/h3><p><span style=\"font-weight: 400;\">SchooLinks is a college and career readiness platform that assists school tutors in preparing students for real future life. It mixes traditional methodological tools with brand-new experiences for students and easier organization and maintenance for tutors.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ae4b88 elementor-widget elementor-widget-text-editor\" data-id=\"1ae4b88\" 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\t\t<h3>Quizlet<\/h3><p><span style=\"font-weight: 400;\">Quizlet is an American company that empowers learning through flashcards. Students can learn topics on any subject in a personalized gamified form that increases the efficiency of gaining knowledge.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71fc3f8 elementor-widget elementor-widget-image\" data-id=\"71fc3f8\" data-element_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=\"800\" height=\"680\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-2-4.png\" class=\"attachment-large size-large wp-image-93256\" alt=\"EdTech technologies\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-2-4.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-2-4-300x255.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-2-4-768x653.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2022\/12\/pic-2-4-14x12.png 14w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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 class=\"elementor-element elementor-element-99223db elementor-widget elementor-widget-text-editor\" data-id=\"99223db\" 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\t\t<h3>Innowise\u2019s online coaching platform<\/h3><p><span style=\"font-weight: 400;\">Our software engineers have rebuilt from scratch an eLearning platform that allows students to engage in online courses and mentors to spread their knowledge.<\/span><\/p><p><span style=\"font-weight: 400;\">The solution presents web and desktop applications that allow tutors to share their courses with students across the globe. To make the courses more suitable for each particular student, Innowise has implemented an ML-based recommender system as well as several data analytics tools that allow adjusting the content according to the users\u2019 needs. As a result, the platform provides users with more personalized course recommendations and has shown an increase of 2700% in data analysis processes. You can learn more about the project <a href=\"https:\/\/innowise.com\/case\/edtech-omnichannel-platform-development\/\" target=\"_blank\" rel=\"noopener\">at the link<\/a>.<br \/><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e50615 author-article-title elementor-widget elementor-widget-text-editor\" data-id=\"1e50615\" 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\t\t<h2><span style=\"font-weight: 400;\">Machine learning is a part of Education 4.0<\/span><\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8be7014 elementor-widget elementor-widget-text-editor\" data-id=\"8be7014\" 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\t\t<p><span style=\"font-weight: 400;\">Technological advancements emerge daily and it\u2019s pretty hard to predict whether a new tool or framework will fit into our lives perfectly or vanish in a blink of an eye. However, several things have made it and are not going to leave.<\/span><\/p><p><span style=\"font-weight: 400;\">Machine learning is one of those. With so much information on the web and so many activities going on in the educational sphere, we all need some assistance in a brand new world of Education 4.0.<\/span><\/p><p><span style=\"font-weight: 400;\">The thing is we already have tools for acquiring such assistance, we just need to accept them and introduce them to our daily lifestyles.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5a0e87f e-con-full e-flex e-con e-parent\" data-id=\"5a0e87f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc53b52 elementor-widget elementor-widget-heading\" data-id=\"cc53b52\" data-element_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\">FAQ<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-facba2d faq elementor-widget elementor-widget-accordion\" data-id=\"facba2d\" data-element_type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2621\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2621\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">How is machine learning being utilized in the education sector?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2621\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2621\"><p><span style=\"font-weight: 400;\">Machine learning is revolutionizing the education sector by personalizing learning experiences, automating administrative tasks, and providing data-driven insights. Adaptive learning platforms use machine learning algorithms to tailor educational content based on individual student progress, optimizing comprehension and engagement.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2622\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2622\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">What are the benefits of integrating machine learning into educational tools and systems?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2622\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2622\"><p><span style=\"font-weight: 400;\">First of all, the integration of machine learning in education results in a more efficient, adaptive, and data-driven learning environment. The ML technology enables personalized learning experiences by adapting content to individual student needs, enhances student engagement, and provides real-time feedback. Machine learning automates administrative tasks, such as grading and assessment, freeing up educators&#8217; time.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2623\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2623\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Are there any challenges or limitations in applying machine learning in education?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2623\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2623\"><p><span style=\"font-weight: 400;\">Yes, applying machine learning in education comes with challenges. Ensuring data privacy and security, addressing biases in algorithms, and maintaining ethical considerations are primary concerns. Additionally, integrating machine learning requires significant infrastructure and resource investments.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"How is machine learning being utilized in the education sector?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p><span style=\\\"font-weight: 400;\\\">Machine learning is revolutionizing the education sector by personalizing learning experiences, automating administrative tasks, and providing data-driven insights. Adaptive learning platforms use machine learning algorithms to tailor educational content based on individual student progress, optimizing comprehension and engagement.<\\\/span><\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"What are the benefits of integrating machine learning into educational tools and systems?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p><span style=\\\"font-weight: 400;\\\">First of all, the integration of machine learning in education results in a more efficient, adaptive, and data-driven learning environment. The ML technology enables personalized learning experiences by adapting content to individual student needs, enhances student engagement, and provides real-time feedback. Machine learning automates administrative tasks, such as grading and assessment, freeing up educators&#8217; time.<\\\/span><\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"Are there any challenges or limitations in applying machine learning in education?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p><span style=\\\"font-weight: 400;\\\">Yes, applying machine learning in education comes with challenges. Ensuring data privacy and security, addressing biases in algorithms, and maintaining ethical considerations are primary concerns. Additionally, integrating machine learning requires significant infrastructure and resource investments.<\\\/span><\\\/p>\"}}]}<\/script>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4eff73b4 elementor-widget elementor-widget-html\" data-id=\"4eff73b4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"thank-rating\">\n    Thank you for rating!\n<\/div>\n<div class=\"thank-comment\">\n    Thank you for comment!\n<\/div>\n<script src=\"\/wp-content\/themes\/hello-elementor\/assets\/js\/blog\/rating-star.js\"><\/script>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bb11db4 elementor-widget elementor-widget-html\" data-id=\"4bb11db4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script src=\"\/wp-content\/themes\/hello-elementor\/assets\/js\/blog\/rating-star.js\"><\/script>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52bdb8e e-flex e-con-boxed e-con e-parent\" data-id=\"52bdb8e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-363d59a elementor-widget elementor-widget-shortcode\" data-id=\"363d59a\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[post_share]<\/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\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-71fc2f5 table-content-container\" data-id=\"71fc2f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5923b3 author-wrapper e-flex e-con-boxed e-con e-parent\" data-id=\"f5923b3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9209862 elementor-widget elementor-widget-html\" data-id=\"9209862\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"author-wrap\">\r\n      <div class=\"author-info\">\r\n        <img loading=\"lazy\" decoding=\"async\"\r\n        class=\"author-info__img\"\r\n          src=\"\/wp-content\/uploads\/2025\/06\/Philip-Tikhanovich.png\"\r\n          width=\"50\"\r\n          height=\"50\"\r\n          alt=\"author\"\r\n        \/>\r\n        <div class=\"author-info__personal-data\">\r\n          <a class=\"author-info__personal-data__name\" href=\"https:\/\/innowise.com\/authors\/philip-tikhanovich\/\">\r\n            Philip Tikhanovich\r\n\r\n          <\/a>\r\n          <span class=\"author-info__role\">Head of Big Data and AI\r\n<\/span>\r\n        <\/div>\r\n      <\/div>\r\n      <div class=\"author-gray-line\"><\/div>\r\n      <div class=\"author-date-publish\">\r\n        <span>Date:<\/span> <span>Dec 08, 2022<\/span>\r\n      <\/div>\r\n    <\/div>\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-5f4fc07 elementor-section-full_width table-of-contents__sticky-container stickyWrapper72 elementor-section-height-default elementor-section-height-default\" data-id=\"5f4fc07\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-e8017c4 author-block\" data-id=\"e8017c4\" data-element_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-7a4af39 ddcv elementor-widget elementor-widget-html\" data-id=\"7a4af39\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n\r\n\r\n\r\n.stickyWrapper72{\r\n    position: sticky;\r\n    top: 132px;\r\n    bottom: auto;   \r\n}  \r\n\r\n<\/style>\r\n\r\n<script>\r\ndocument.addEventListener(\"DOMContentLoaded\", ()=>{\r\n        \r\nconst headerElement = document.querySelector(\".new-menu\");\r\n\r\nconst stickyElement = document.querySelector(\".stickyWrapper72\");\r\n\r\nconst headerElementH = headerElement.clientHeight;\r\n\r\n\r\nstickyElement.style.top =  headerElementH + 60 + \"px\";\r\n        \r\n});\r\n<\/script>\r\n\r\n\r\n<!--NOTE Change data-id in wrapper styles for hide this block on the mobile device screen-->\r\n<div class=\"toc-wrapper\">\r\n  <h4 class=\"toc-title\">Table of contents<\/h4>\r\n  <div class=\"toc toc-2\"><\/div>\r\n<\/div>\r\n\r\n<script>\r\n  \/\/NOTE Add the value from h2 as the key and the text you want to display as the key value in LINKS variable:\r\n  \/\/   const LINKS = {\r\n  \/\/       \"The demand for retail digital transformation\": \"The demand\"\r\n  \/\/   }\r\n\r\n  const LINKS = {\r\n    \"Unleashing the power of .NET 8\": \"gggggg\",\r\n    \"Revamping legacy systems: unlocking business potential through software modernization\":\r\n      \"hello\",\r\n  };\r\n\r\n  const OFFSET = 70;\r\n   const PADDING_BOTTOM_FOR_SCROLL = 100;\r\n  let headerList = [];\r\n  let allLinks = [];\r\n  \r\n  let ticking = false;\r\n     \r\n\r\n  const createList = () => {\r\n      \r\n      console.log('create');\r\n      \r\n      \r\n    const tocTarget = document.querySelector(\".toc.toc-2\");\r\n    const toc = document.createElement(\"ul\");\r\n    \r\n    \r\n    \r\n     headerList = [...document.querySelectorAll(\"h2\")];\r\n\r\n\r\n    \r\n    headerList = headerList.slice(0, -3);\r\n    \r\n    \r\n    \r\n    \r\n   headerList.forEach((header,index) => {\r\n      const headerId = header.getAttribute(\"id\");\r\n      const headerText =\r\n        header.dataset.title && header.dataset.title !== \"\"\r\n          ? header.dataset.title\r\n          : header.textContent;\r\n          \r\n\r\n      const headerTocText = header.dataset.title;\r\n\r\n      const idFromText =\r\n        !headerId || headerId === \"\"\r\n          ? headerText\r\n              .toLowerCase()\r\n              .replace(\/[^\\w ]+\/g, \"\")\r\n              .replace(\/ +\/g, \"-\")\r\n          : headerId;\r\n          \r\n         \r\n\r\n      const newListItem = document.createElement(\"li\");\r\n      const newLink = document.createElement(\"a\");\r\n      newLink.setAttribute(\"href\", \"#\" + idFromText);\r\n      newLink.textContent = LINKS[headerText] || headerText;\r\n\r\n      newLink.addEventListener(\"click\", (e) => {\r\n          \r\n        e.preventDefault();\r\n        const y =\r\n          header.getBoundingClientRect().top +\r\n          window.pageYOffset -\r\n          PADDING_BOTTOM_FOR_SCROLL -\r\n          OFFSET;\r\n          ticking = true; \r\n        window.scrollTo({ top: y, behavior: \"smooth\" });\r\n        \r\n        setTimeout(()=>{\r\n            ticking = false;\r\n        },500);\r\n        \r\n      });\r\n      \r\n\r\n      newListItem.appendChild(newLink);\r\n    toc.appendChild(newListItem);\r\n    \r\n    \r\n    });\r\n    tocTarget.appendChild(toc);\r\n    allLinks = Array.from(document.querySelector(\".toc.toc-2\").querySelectorAll(\"ul li\"));\r\n  };\r\n\r\n  const setContainerHeight = () => {\r\n    const windowHeight = window.innerHeight;\r\n    const tocContainer = document.querySelector(\".ddcv\");\r\n\r\n    tocContainer.style.maxHeight = \"calc(100vh - 230px)\";\r\n    tocContainer.style.minHeight = \"200px\";\r\n  };\r\n\r\n\r\n  const checkScroll = () => {\r\n      const windowHeight = window.innerHeight;\r\n      const scrollTop = window.scrollY || document.documentElement.scrollTop;\r\n\r\n      let selectedHeaderIndex = -1;\r\n\r\n      headerList.forEach((header, index) => {\r\n        \r\n  const posTop = header.getBoundingClientRect().top;\r\n       \r\n\r\n const isInViewport = posTop + elem.clientHeight <= window.innerHeight ;\r\n \r\n\r\n \r\n if(isInViewport){\r\n      selectedHeaderIndex = index;\r\n }\r\n        \r\n\r\n\r\n        \r\n      });\r\n      \r\n\r\n\r\n        allLinks.forEach((link, i) => {\r\n            if(i === selectedHeaderIndex){\r\n              link.classList.remove(\"pre-active\");  \r\n              link.classList.add(\"active\");\r\n            }\r\n            if(i < selectedHeaderIndex){\r\n              link.classList.add(\"pre-active\"); \r\n               link.classList.remove(\"active\");\r\n            }\r\n             if(i > selectedHeaderIndex){\r\n            link.classList.remove(\"pre-active\");\r\n            link.classList.remove(\"active\");\r\n            }\r\n            \r\n            \r\n            \r\n        });\r\n        \r\n\r\n\r\n  };\r\n\r\n  const loadAllImages = () => {\r\n    const images = document.getElementsByTagName(\"img\");\r\n\r\n    for (let i = 0; i < images.length; i++) {\r\n      const img = images[i];\r\n      const src = img.getAttribute(\"data-src\") || img.src;\r\n      img.src = src;\r\n    }\r\n  };\r\n\r\n  loadAllImages();\r\n  \r\n  \r\n  \r\n\r\n\r\n  document.addEventListener(\"DOMContentLoaded\", () => {\r\n     setTimeout(()=>{\r\n           createList();\r\n    setContainerHeight();\r\n   checkScroll();\r\n    \r\n    document.addEventListener(\"scroll\", (event) => {\r\n  if (!ticking) {\r\n    checkScroll();\r\n  }\r\n});\r\n    \r\n    \r\n},300) \r\n\r\n    \r\n  });\r\n\r\n\r\n  \r\n<\/script>\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<\/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=\"elementor-section elementor-top-section elementor-element elementor-element-dfc93ef rate-article elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dfc93ef\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-25 elementor-top-column elementor-element elementor-element-b4a9343 rate-article-first-block\" data-id=\"b4a9343\" data-element_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<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-6db50f8 rate-container\" data-id=\"6db50f8\" data-element_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-9a22e7c rate-text elementor-widget elementor-widget-text-editor\" data-id=\"9a22e7c\" 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\t\t<p>Rate this article:<\/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-25 elementor-top-column elementor-element elementor-element-ee109ce rate-article-star-block\" data-id=\"ee109ce\" data-element_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-4f1f3ad elementor--star-style-star_unicode elementor-star-rating--align-left elementor-star-rating-tablet--align-left elementor-widget elementor-widget-star-rating\" data-id=\"4f1f3ad\" data-element_type=\"widget\" data-widget_type=\"star-rating.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-star-rating__wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-star-rating\" title=\"4\/5\" itemtype=\"http:\/\/schema.org\/Rating\" itemscope=\"\" itemprop=\"reviewRating\"><i class=\"elementor-star-full\">&#9733;<\/i><i class=\"elementor-star-full\">&#9733;<\/i><i class=\"elementor-star-full\">&#9733;<\/i><i class=\"elementor-star-full\">&#9733;<\/i><i class=\"elementor-star-empty\">&#9733;<\/i> <span itemprop=\"ratingValue\" class=\"elementor-screen-only\">4\/5<\/span><\/div>\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-25 elementor-top-column elementor-element elementor-element-eabf73f\" data-id=\"eabf73f\" data-element_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-e6c178a reviews elementor-widget elementor-widget-text-editor\" data-id=\"e6c178a\" 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\t\t<p>4.8\/5 (45 reviews)<\/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 class=\"elementor-section elementor-top-section elementor-element elementor-element-c55ecdf rate-comment elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c55ecdf\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-33 elementor-top-column elementor-element elementor-element-f922cee comment-article-first-block\" data-id=\"f922cee\" data-element_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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-2adc2a1\" data-id=\"2adc2a1\" data-element_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<div class=\"elementor-element elementor-element-a87ac8f e-flex e-con-boxed e-con e-parent\" data-id=\"a87ac8f\" data-element_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<div class=\"elementor-element elementor-element-5b66ebf elementor-widget elementor-widget-shortcode\" data-id=\"5b66ebf\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f100240-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"100240\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/de\/wp-json\/wp\/v2\/posts\/93224#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container.form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" onclick=\"event.stopPropagation()\">\n<p>You can attach 1 file up to 2MB. Valid file formats: pdf, jpg, jpeg, png.<\/p>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n\n<\/div>\n\n<div class=\"contact-us__wrapper\"> \n<p class=\"pp\">By clicking Send, you consent to Innowise processing your personal data per our<a href=\"\/privacy-notice\/\"> Privacy Policy <\/a>to provide you with relevant information. By submitting your phone number, you agree that we may contact you via voice calls, SMS, and messaging apps. Calling, message, and data rates may apply.<\/p>\n\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"scoring_point\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmCampaign\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmContent\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmMedium\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmSource\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmTerm\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"location\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"city\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"ip\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"Summ\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"gclid\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"rating\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlCompany\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlWithParams\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"audioMessageLink\" \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner contact-us__send\" id=\"contact-send-button\" type=\"submit\" value=\"Send\" \/>\n<\/div>\n\n<div class='mailToContact'>You can also send us your request <\/br>to <a href=\"mailto:contact@innowise.com\">contact@innowise.com<\/a><\/div>\n\n<\/div>\n\n<div class=\"elementor-widget-container\" style=\"z-index:1;\">\n<div class=\"contact__info\">\n  <div class=\"contact__info-background\"><\/div>\n  <div class=\"contact__info-heading\">What happens next?<\/div>\n  <div class=\"contact__info-steps\">\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">1<\/div>\n      <p class=\"contact__info-text\">Once we\u2019ve received and processed your request, we\u2019ll get back to you to detail your\n        project needs and sign an NDA to ensure confidentiality.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">2<\/div>\n      <p class=\"contact__info-text\">After examining your wants, needs, and expectations, our team will devise a project\n        proposal with the scope of work, team size, time, and cost estimates.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">3<\/div>\n      <p class=\"contact__info-text\">We\u2019ll arrange a meeting with you to discuss the offer and nail down the details.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">4<\/div>\n      <p class=\"contact__info-text\">Finally, we\u2019ll sign a contract and start working on your project right away.<\/p>\n    <\/div>\n  <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\n<\/div>\n\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/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<div class=\"related_content_blog_container\">[related_content_list]<\/div><script>\n            jQuery( document ).ready(function($) {\n            var parentSection = $('[data-elementor-type=\"wp-page\"]');\n            if($('[data-elementor-type=\"wp-post\"]').length){\n                var parentSection = $('[data-elementor-type=\"wp-post\"]');\n            }\n            \n                parentSection.children().last().before($('.related_content_blog_container'));\n            });\n            <\/script><div class=\"other_services_container\">[need_other_services_v2]<\/div><script>\n                    jQuery( document ).ready(function($) {\n                        var parentSection = $('[data-elementor-type=\"wp-page\"]');\n                        if($('[data-elementor-type=\"wp-post\"]').length){\n                            var parentSection = $('[data-elementor-type=\"wp-post\"]');\n                        }\n                        \n                        console.log(parentSection);\n                        parentSection.children().last().before($('.other_services_container'));\n                        var sections = parentSection.find('.net-15.dt-16');\n                        for(var i = 0; i<sections.length; i++){\n                            if($(sections[i]).hasClass( 'net-15' ) && $(sections[i]).hasClass( 'dt-16' ) && $(sections[i]).hasClass( 'elementor-hidden-desktop' )==false){\n                                $(sections[i]).before($('.other_services_container'));   \n                            }\n                        }\n                        \n                    });\n                <\/script>","protected":false},"excerpt":{"rendered":"<p>Main About us Blog 5 min read Machine learning for education industry: algorithms, advantages, predictions [display_tags]Machine learning seems to be another buzzword in software development from the first glance. But if we look at the statistics and predictions, it looks like utilizing ML and AI in our daily life will be the only future we [&hellip;]<\/p>\n","protected":false},"author":22,"featured_media":93278,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[128],"class_list":["post-93224","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/posts\/93224","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/comments?post=93224"}],"version-history":[{"count":0,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/posts\/93224\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/media\/93278"}],"wp:attachment":[{"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/media?parent=93224"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/categories?post=93224"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/innowise.com\/de\/wp-json\/wp\/v2\/tags?post=93224"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}