{"id":5020,"date":"2020-07-01T10:47:02","date_gmt":"2020-07-01T10:47:02","guid":{"rendered":"https:\/\/blog.verbat.com\/?p=2415"},"modified":"2024-05-27T06:57:55","modified_gmt":"2024-05-27T06:57:55","slug":"learn-top-ai-technologies-for-free","status":"publish","type":"post","link":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/","title":{"rendered":"Top AI Technologies and How to Learn Them for Free"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">There has been excitement around <strong><a href=\"https:\/\/www.verbat.com\/services\/artificial-intelligence-dubai-uae\">Artificial Intelligence<\/a><\/strong> for quite some time. It is transforming multiple industries giving new opportunities to companies, govt, countries world over.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"wp-block-paragraph\">According to Stanford researcher Andrew Ng, AI is the next\nelectricity and it is transforming the same way as electricity transformed our\nindustries, the way we work, and the way we carry out our lives a hundred years\nago.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here are a few top AI technologies transforming businesses.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Machine Learning<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Humans learn and evolve based on experiences. Machine Learning\nis a subset of Artificial intelligence. It essentially means developing systems\nwith the ability to learn and evolve based on some experience which is data in\nthe case of machines. It brings together statistics and computer science to\nhelp a machine improve at a task. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Virtual personal assistants like Cortana, Siri, and Google\nAssistant use machine learning to collect and process data based on your\nprevious interactions with them and derive meaning from all that data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">There are also instances where we are unaware of the use of\nmachine learning in the applications that we use every day. For example,\ntagging photos on Facebook, or video recommendations on YouTube.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Deep Learning Platforms<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Deep Learning is an area witnessing a surging interest and is\noften confused with machine learning. Deep learning can be defined as a subset\nof machine learning inspired by the workings of the brain and uses artificial\nneural networks. It features automatic learning at multiple levels of\nabstraction based on inputs and outputs. The learning comes from observing huge\ndata sets.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Natural Language Processing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Natural language is another application of AI where machines are\ntaught on how to understand how humans communicate with each other and\nreplicate that behavior. NLP is used by Virtual assistants like Alexa, Siri,\nCortana, and Google Assistant to understand and respond to user queries.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This feature is used extensively in areas like service, support,\nand transactions which has direct involvement with customers but has immense\npotential to improve an organization&#8217;s internal process.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Natural Language Generation<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Natural language generation is an extension of natural language\nprocessing. It is used to convert structured data into natural(human) language\nwhich can then be leveraged to respond to the user in a conversation. The key\nidea behind NLG is not only to provide information but information based on the\ncontext (here the user query).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence is an evolving field with many\napplications and the ones listed above are just a few. The demand for people\nwith knowledge and skills in the different technologies of Artificial\nIntelligence exceeds the supply.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As per a Gartner study, by 2022 at least 40% of new application\ndevelopment projects would need a machine learning co-developer on their team.\nThese projects are expected to generate revenue of around 3.9 trillion dollars.\nIn other words, learning and gaining qualifications in these subjects would\nopen doors to greater opportunities.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Computer Vision<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Computer vision is a sub field of\nartificial intelligence that trains computers to identify objects using an\nalgorithm trained to collect predetermined features. Using images, videos and\ndeep learning models, machines can identify millions of objects faster and\nfaster with greater accuracy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With an array of freely available resources online, it may be\neasy to gain the necessary understanding and experience in AI and other related\ntechnologies. Many of these resources are created by experts from leading\nuniversities and companies specializing in AI and related technologies.\nBesides, you can learn at your own pace and time, and based on your level of\nexpertise. All it requires is a little bit of effort.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here are a few free online courses that can help you get\nstarted.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Elements of AI<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.elementsofai.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Elements of AI<\/a> is an initiative by Helsinki University and aims to help people gain an elementary understanding of what AI does, how it might affect them, and what it can be used for. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No in-depth knowledge of mathematics and statistics is required\nto start seizing the opportunities offered by AI and machine learning.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is part of a government drive to educate its people of\nFinland on AI and was first rolled out in Finnish. It was later made available\nin other languages too.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Learn with Google AI<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">In an attempt to take AI to the masses Google, launched free AI lessons \u2013 called <a href=\"https:\/\/ai.google\/education\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Learn with Google<\/a>. It is a continuously growing vast repository of tutorials, guides, resources, and research papers related to AI and machine learning. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With interactive learning materials and video lectures, it\ncovers tutorials with interactive visualizations covering fundamentals to\nexpert level interactive communities. It also offers guidelines on how to\nleverage AI and Machine Learning to solve social, environmental, and\nhumanitarian challenges as well as advice on how to keep your AI applications\nboth ethical and people centric.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This program also includes the <a href=\"https:\/\/developers.google.com\/machine-learning\/crash-course\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Machine Learning Crash Course<\/a> which covers basic as well as theoretical and practical applications of TensorFlow, open-source library for machine learning. TensorFlow has an assortment of tools for beginners as well as experts to build machine learning models for desktop, <a href=\"https:\/\/www.verbat.com\/technologies\/mobile-app-development\">mobile<\/a>, web, and cloud.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Microsoft Learn<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Another important resource for learning AI is <a href=\"https:\/\/aischool.microsoft.com\/en-us\/home\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Microsoft Learn<\/a>. It offers interactive, hands-on training for free. Other than AI, Microsoft Learn also offers courses on wide variety of topics including Azure, business applications, Modern Workplace and Windows Development and Deep Learning. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can choose learning paths to logically connect with your\nexisting knowledge and customize your own learning modules. The learning can be\ncarried on your preferred platform including Windows, Linux, or Mac.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>NVDIA Deep Learning Institute <\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/education\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NVDIA<\/a> is another technology major offering learning resource on AI. They offer tutorials with hand on projects in AI accelerated computing, and accelerated data science. The courses are self-paced and aimed for individuals at all levels including developers, data scientists, researchers, and students.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Kaggle Learn <\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a rel=\"nofollow noopener noreferrer\" href=\"https:\/\/www.kaggle.com\/learn\/overview\" target=\"_blank\">Kaggle<\/a>, a subsidiary company of Google is world\u2019s largest online community for data scientists and machine learning enthusiasts. The members include novice learners to many of the world&#8217;s best-known researchers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kaggle breaks down complex topics into micro courses to hone\npractical data skills.<strong><\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Machine Learning &#8211; Stanford University (Coursera) <\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.coursera.org\/learn\/machine-learning?action=enroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">This course<\/a> by Andrew Ng is often referred to by AI experts as an important one for anyone who wishes to get started with AI. Andrew Ng, the founder of Google\u2019s Brain deep learning program gives a lucid understanding of the mathematical, statistical, and computer science fundamentals that go into developing and deploying automated learning machines.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can access all the course materials on Coursera for free but\nwill need to pay a small fee to obtain the certificate.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>AI for Everyone &#8211; Andrew Ng (Coursera) <\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.coursera.org\/learn\/ai-for-everyone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">This course<\/a> also by Andrew Ng is for people from the non-technical background who may want to take advantage of AI to solve problems in their organizations or working to integrate them while working with non-technical teams.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The course is designed in such a way as to give a better\nunderstanding of AI and its business aspects. All the course materials are\navailable for free.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Artificial Intelligence A-Z: Learn How to Build an AI &#8211; Udemy&nbsp;<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.udemy.com\/course\/artificial-intelligence-az\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Artificial Intelligence A-Z<\/a> takes a different approach to learn about AI. It requires only basic high school mathematical skills as well as python. Here practical exercises are given to build AI models to solve real-world problems. Although not completely free the course can be taken at a measly amount.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pyimagesearch<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pyimagesearch through its blog offers many courses on computer\nvision, OpenCV, deep learning, machine learning etc. through a hands-on\npractical approach starting from the basics. Key concepts explained in a lucid\nmanner helping you gain a clear understanding of the subject.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Their PyImageSearch Gurus is a comprehensive course on computer\nvision starting with the fundamentals and helping your way up to commanding\nmastery over the subject. Basic coding knowledge in Python is a pre-requisite.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">There also other free resources available on <a rel=\"nofollow noopener noreferrer\" href=\"https:\/\/www.analyticsvidhya.com\/\" target=\"_blank\">analyticsvidhya<\/a> and on blogs like <a rel=\"nofollow noopener noreferrer\" href=\"https:\/\/www.pyimagesearch.com\/\" target=\"_blank\">pyimagesearch<\/a> and other countless online communities. Resources are countless and with Artificial Intelligence being a fast-evolving field a healthy sense of curiosity and love of learning is essential to keep learning.   <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.verbat.com\/\">it companies in dubai\u00a0<\/a>|\u00a0<a href=\"https:\/\/www.verbat.com\/software-development\">Software Development Companies in Dubai<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.verbat.com\/search-engine-optimization\/search-engine-optimization-dubai\">SEO Companies in Dubai\u00a0<\/a>|\u00a0<a href=\"https:\/\/www.verbat.com\/web-hosting\">Web Hosting Dubai<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>There has been excitement around Artificial Intelligence for quite some time. It is transforming multiple industries giving new opportunities to companies, govt, countries world over.<\/p>\n","protected":false},"author":18,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5020","post","type-post","status-publish","format-standard","hentry","category-others"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top AI Technologies and How to Learn Them for Free - Verbat<\/title>\n<meta name=\"description\" content=\"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.\" \/>\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.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top AI Technologies and How to Learn Them for Free - Verbat\" \/>\n<meta property=\"og:description\" content=\"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\" \/>\n<meta property=\"og:site_name\" content=\"Software Development Company Dubai UAE - Verbat Technologies\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/verbatltd\" \/>\n<meta property=\"article:published_time\" content=\"2020-07-01T10:47:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-27T06:57:55+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@verbatltd\" \/>\n<meta name=\"twitter:site\" content=\"@verbatltd\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\"},\"author\":{\"name\":\"\",\"@id\":\"\"},\"headline\":\"Top AI Technologies and How to Learn Them for Free\",\"datePublished\":\"2020-07-01T10:47:02+00:00\",\"dateModified\":\"2024-05-27T06:57:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\"},\"wordCount\":1376,\"publisher\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/#organization\"},\"articleSection\":[\"Others\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\",\"url\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\",\"name\":\"Top AI Technologies and How to Learn Them for Free - Verbat\",\"isPartOf\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/#website\"},\"datePublished\":\"2020-07-01T10:47:02+00:00\",\"dateModified\":\"2024-05-27T06:57:55+00:00\",\"description\":\"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.verbat.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Top AI Technologies and How to Learn Them for Free\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.verbat.com\/blog\/#website\",\"url\":\"https:\/\/www.verbat.com\/blog\/\",\"name\":\"Verbat Technologies\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.verbat.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.verbat.com\/blog\/#organization\",\"name\":\"Verbat Technologies\",\"url\":\"https:\/\/www.verbat.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.verbat.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.verbat.com\/blog\/wp-content\/uploads\/2024\/04\/verbatltd_logo.jpg\",\"contentUrl\":\"https:\/\/www.verbat.com\/blog\/wp-content\/uploads\/2024\/04\/verbatltd_logo.jpg\",\"width\":200,\"height\":200,\"caption\":\"Verbat Technologies\"},\"image\":{\"@id\":\"https:\/\/www.verbat.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/verbatltd\",\"https:\/\/x.com\/verbatltd\",\"https:\/\/www.linkedin.com\/company\/verbatltd\"]},{\"@type\":\"Person\",\"@id\":\"\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Top AI Technologies and How to Learn Them for Free - Verbat","description":"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/","og_locale":"en_US","og_type":"article","og_title":"Top AI Technologies and How to Learn Them for Free - Verbat","og_description":"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.","og_url":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/","og_site_name":"Software Development Company Dubai UAE - Verbat Technologies","article_publisher":"https:\/\/www.facebook.com\/verbatltd","article_published_time":"2020-07-01T10:47:02+00:00","article_modified_time":"2024-05-27T06:57:55+00:00","twitter_card":"summary_large_image","twitter_creator":"@verbatltd","twitter_site":"@verbatltd","twitter_misc":{"Written by":"","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#article","isPartOf":{"@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/"},"author":{"name":"","@id":""},"headline":"Top AI Technologies and How to Learn Them for Free","datePublished":"2020-07-01T10:47:02+00:00","dateModified":"2024-05-27T06:57:55+00:00","mainEntityOfPage":{"@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/"},"wordCount":1376,"publisher":{"@id":"https:\/\/www.verbat.com\/blog\/#organization"},"articleSection":["Others"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/","url":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/","name":"Top AI Technologies and How to Learn Them for Free - Verbat","isPartOf":{"@id":"https:\/\/www.verbat.com\/blog\/#website"},"datePublished":"2020-07-01T10:47:02+00:00","dateModified":"2024-05-27T06:57:55+00:00","description":"Discover top AI technologies and access free resources to learn and master them, driving innovation and career growth in the AI field.","breadcrumb":{"@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.verbat.com\/blog\/learn-top-ai-technologies-for-free\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.verbat.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Top AI Technologies and How to Learn Them for Free"}]},{"@type":"WebSite","@id":"https:\/\/www.verbat.com\/blog\/#website","url":"https:\/\/www.verbat.com\/blog\/","name":"Verbat Technologies","description":"","publisher":{"@id":"https:\/\/www.verbat.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.verbat.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.verbat.com\/blog\/#organization","name":"Verbat Technologies","url":"https:\/\/www.verbat.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.verbat.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.verbat.com\/blog\/wp-content\/uploads\/2024\/04\/verbatltd_logo.jpg","contentUrl":"https:\/\/www.verbat.com\/blog\/wp-content\/uploads\/2024\/04\/verbatltd_logo.jpg","width":200,"height":200,"caption":"Verbat Technologies"},"image":{"@id":"https:\/\/www.verbat.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/verbatltd","https:\/\/x.com\/verbatltd","https:\/\/www.linkedin.com\/company\/verbatltd"]},{"@type":"Person","@id":""}]}},"_links":{"self":[{"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/posts\/5020","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/comments?post=5020"}],"version-history":[{"count":1,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/posts\/5020\/revisions"}],"predecessor-version":[{"id":5654,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/posts\/5020\/revisions\/5654"}],"wp:attachment":[{"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/media?parent=5020"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/categories?post=5020"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verbat.com\/blog\/wp-json\/wp\/v2\/tags?post=5020"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}