{"id":13673,"date":"2023-01-15T23:27:26","date_gmt":"2023-01-15T17:57:26","guid":{"rendered":"https:\/\/www.allerin.com\/blog\/?p=13673"},"modified":"2022-12-26T23:28:58","modified_gmt":"2022-12-26T17:58:58","slug":"4-new-dsml-trends-you-cannot-ignore","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/","title":{"rendered":"4 New DSML Trends You Cannot Ignore"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-13675\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg\" alt=\"data science and machine learning\" width=\"1000\" height=\"643\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg 1000w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning-300x193.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning-768x494.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><em>&#x200d;<\/em>Digital transformation has become a necessity for businesses. It is the way forward for all businesses, regardless of size and scope. However, it should be more than simply digitizing your processes. Digital transformation should be about re-imagining your business processes with cutting-edge technology and artificial intelligence like data science and machine learning. This would help eliminate manual labor and accelerate growth with collaborative technologies like chatbots, virtual assistance and augmented reality, while having a seamless user experience across all channels \u2013 online, mobile app and website \u2013 with the help of an integrated CMS that can adapt to any screen size.<\/p>\n<h1>Data Science and Machine Learning Trends You Cannot Ignore<\/h1>\n<p>With the above thoughts in mind, let\u2019s look at four new DSML trends you cannot ignore.<\/p>\n<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-13674\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore.png\" alt=\"data science and machine learning\" width=\"1620\" height=\"1620\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore.png 1620w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-300x300.png 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-1024x1024.png 1024w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-150x150.png 150w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-768x768.png 768w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-1536x1536.png 1536w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-144x144.png 144w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/12\/4-New-DSML-Trends-You-Cannot-Ignore-120x120.png 120w\" sizes=\"auto, (max-width: 1620px) 100vw, 1620px\" \/><\/a><\/p>\n<h2>Intelligent Automation<\/h2>\n<p>Most digital transformation initiatives focus on creating a digital front-end, with a strong focus on customer-facing channels. While that\u2019s obviously important, a lot of organizations forget about the back-end and the data that\u2019s being used by their systems. This is a mistake, as <a href=\"https:\/\/www.ibm.com\/cloud\/learn\/intelligent-automation\">intelligent automation<\/a> can help bridge the gap between the front-end and the back-end systems and processes. It\u2019s a key element that can help organizations curate data, which is then used to enrich customer experiences and create personalized marketing campaigns, among many other things. An integrated CMS with an intelligent automation system can automatically pull customer data into content, provide real-time insights about customers and their behavior, and suggest personalized content for different channels.<\/p>\n<h2>Augmented Reality<\/h2>\n<p>Augmented reality lets you digitize your business processes by visualizing information. It can help you create exciting customer experiences by enabling them to see and interact with information in their physical environment. This technology has been used for gaming and entertainment for a long time, but now <a href=\"https:\/\/www.business.com\/articles\/best-augmented-reality-uses\/\">businesses are leveraging it for digital transformation<\/a>. With augmented reality, you can create interactive product catalogues, digital manuals and helpful visual guides to engage customers and employees.<\/p>\n<h2>Chatbots and Voice Recognition<\/h2>\n<p>Digital transformation is about more than just creating engaging customer experiences; it\u2019s also about making sure that those experiences are accessible on any platform. Coupled with voice recognition, <a href=\"https:\/\/www.allerin.com\/blog\/understanding-how-chatbots-work-with-nlp-nlg-and-nlu\">chatbots can be used across all customer channels<\/a>, including websites and apps, to provide information, schedule appointments, and answer basic questions. A key element of digital transformation is making your business accessible to customers no matter where they are or what device they\u2019re using.<\/p>\n<h2>Unified Experience Across Devices<\/h2>\n<p>A unified experience across devices ensures that customers experience the same content and functionality regardless of what platform they\u2019re using. For example, let\u2019s say a customer wants to learn more about your product. With a unified experience across devices, the customer would be able to access information about the product from their computer or mobile device. This way, if a customer is on the go and has limited screen real estate, they can still access the information they need.<\/p>\n<h4><\/h4>\n<p>A digital transformation is necessary for businesses to grow and thrive. However, it takes more than just digitizing processes. With the help of data science and machine learning, organizations can reimagine how they work with new technology and tools. Thereby, they can create an integrated experience across devices and channels, with a seamless flow for customers and employees.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#x200d;Digital transformation has become a necessity for businesses. It is the way forward for all businesses, regardless of size and scope. However, it should be more than simply digitizing your&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[5,3],"tags":[1611],"class_list":["post-13673","post","type-post","status-publish","format-standard","hentry","category-ai","category-technology","tag-data-science-and-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>4 New DSML Trends You Cannot Ignore<\/title>\n<meta name=\"description\" content=\"Digital transformation has become the new mantra for companies to thrive in the digital age, and data science and machine learning are two critical trends in such digital transformation.\" \/>\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.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"4 New DSML Trends You Cannot Ignore\" \/>\n<meta property=\"og:description\" content=\"&#x200d;Digital transformation has become a necessity for businesses. It is the way forward for all businesses, regardless of size and scope. However, it\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/\" \/>\n<meta property=\"og:site_name\" content=\"Artificial Intelligence, ROBOTICS, AUTOMATION\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/allerintech\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-15T17:57:26+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg\" \/>\n<meta name=\"author\" content=\"Naveen Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@joshinav\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Naveen Joshi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/\"},\"author\":{\"name\":\"Naveen Joshi\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\"},\"headline\":\"4 New DSML Trends You Cannot Ignore\",\"datePublished\":\"2023-01-15T17:57:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/\"},\"wordCount\":551,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/12\\\/data-science-and-machine-learning.jpg\",\"keywords\":[\"data science and machine learning\"],\"articleSection\":[\"Artificial Intelligence\",\"Technology\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/\",\"name\":\"4 New DSML Trends You Cannot Ignore\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/12\\\/data-science-and-machine-learning.jpg\",\"datePublished\":\"2023-01-15T17:57:26+00:00\",\"description\":\"Digital transformation has become the new mantra for companies to thrive in the digital age, and data science and machine learning are two critical trends in such digital transformation.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#primaryimage\",\"url\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/12\\\/data-science-and-machine-learning.jpg\",\"contentUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/12\\\/data-science-and-machine-learning.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/4-new-dsml-trends-you-cannot-ignore\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"4 New DSML Trends You Cannot Ignore\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\",\"name\":\"Artificial Intelligence, ROBOTICS, AUTOMATION\",\"description\":\"Empowering Futures: Innovating with AI and Machine Learning\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\",\"name\":\"Allerin\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/06\\\/logo-fire.png\",\"contentUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/06\\\/logo-fire.png\",\"width\":1000,\"height\":1000,\"caption\":\"Allerin\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/allerintech\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/allerintech\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\",\"name\":\"Naveen Joshi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"caption\":\"Naveen Joshi\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/joshinav\"],\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"4 New DSML Trends You Cannot Ignore","description":"Digital transformation has become the new mantra for companies to thrive in the digital age, and data science and machine learning are two critical trends in such digital transformation.","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.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/","og_locale":"en_US","og_type":"article","og_title":"4 New DSML Trends You Cannot Ignore","og_description":"&#x200d;Digital transformation has become a necessity for businesses. It is the way forward for all businesses, regardless of size and scope. However, it","og_url":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/","og_site_name":"Artificial Intelligence, ROBOTICS, AUTOMATION","article_publisher":"https:\/\/www.facebook.com\/allerintech","article_published_time":"2023-01-15T17:57:26+00:00","og_image":[{"url":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg","type":"","width":"","height":""}],"author":"Naveen Joshi","twitter_card":"summary_large_image","twitter_creator":"@joshinav","twitter_misc":{"Written by":"Naveen Joshi","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#article","isPartOf":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/"},"author":{"name":"Naveen Joshi","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/person\/d01e43be365179dae3ff572b2007c64e"},"headline":"4 New DSML Trends You Cannot Ignore","datePublished":"2023-01-15T17:57:26+00:00","mainEntityOfPage":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/"},"wordCount":551,"commentCount":0,"publisher":{"@id":"https:\/\/www.allerin.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#primaryimage"},"thumbnailUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg","keywords":["data science and machine learning"],"articleSection":["Artificial Intelligence","Technology"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/","url":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/","name":"4 New DSML Trends You Cannot Ignore","isPartOf":{"@id":"https:\/\/www.allerin.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#primaryimage"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#primaryimage"},"thumbnailUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg","datePublished":"2023-01-15T17:57:26+00:00","description":"Digital transformation has become the new mantra for companies to thrive in the digital age, and data science and machine learning are two critical trends in such digital transformation.","breadcrumb":{"@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#primaryimage","url":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg","contentUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/12\/data-science-and-machine-learning.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.allerin.com\/blog\/4-new-dsml-trends-you-cannot-ignore\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.allerin.com\/blog\/"},{"@type":"ListItem","position":2,"name":"4 New DSML Trends You Cannot Ignore"}]},{"@type":"WebSite","@id":"https:\/\/www.allerin.com\/blog\/#website","url":"https:\/\/www.allerin.com\/blog\/","name":"Artificial Intelligence, ROBOTICS, AUTOMATION","description":"Empowering Futures: Innovating with AI and Machine Learning","publisher":{"@id":"https:\/\/www.allerin.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.allerin.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.allerin.com\/blog\/#organization","name":"Allerin","url":"https:\/\/www.allerin.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2016\/06\/logo-fire.png","contentUrl":"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2016\/06\/logo-fire.png","width":1000,"height":1000,"caption":"Allerin"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/allerintech","https:\/\/www.linkedin.com\/company\/allerintech"]},{"@type":"Person","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/person\/d01e43be365179dae3ff572b2007c64e","name":"Naveen Joshi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","caption":"Naveen Joshi"},"sameAs":["https:\/\/x.com\/joshinav"],"url":"https:\/\/www.allerin.com\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/13673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/comments?post=13673"}],"version-history":[{"count":1,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/13673\/revisions"}],"predecessor-version":[{"id":13676,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/13673\/revisions\/13676"}],"wp:attachment":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/media?parent=13673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/categories?post=13673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/tags?post=13673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}