{"id":6829,"date":"2024-12-13T10:38:11","date_gmt":"2024-12-13T10:38:11","guid":{"rendered":"https:\/\/www.tantraanalyst.com\/ta\/?page_id=6829"},"modified":"2024-12-13T11:33:47","modified_gmt":"2024-12-13T11:33:47","slug":"solving-the-data-challenge-of-telecom-aiops","status":"publish","type":"page","link":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/","title":{"rendered":"Solving the data challenge of telecom AIOps"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row fullwidth=&#8221;yes&#8221; css=&#8221;.vc_custom_1626239489812{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column width=&#8221;1\/3&#8243;][vc_empty_space height=&#8221;50px&#8221;][vc_single_image image=&#8221;6831&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221; style=&#8221;vc_box_shadow_3d&#8221;][\/vc_column][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;50px&#8221;][vc_column_text]<\/p>\n<h2 class=\"wb-stl-heading3\"><span style=\"color: #000000;\">Solving the data challenge of telecom AIOps<\/span><\/h2>\n<h6><span style=\"color: #808080;\"><strong>\u00a0Prakash Sangam, December 13th, 2024<\/strong><\/span><\/h6>\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<h6><span style=\"color: #808080;\">Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve reliability, and monetize their data assets more effectively.<\/span><\/h6>\n<h6><span style=\"color: #808080;\">However, realizing the full potential of AI hinges on access to high-quality, sanitized, and verified data. Challenges such as data scarcity, lack of standardized formats, limited end-to-end visibility, privacy, security, and data sovereignty issues impede AI\/ML model development and deployment. To address these obstacles, a comprehensive architecture is essential for collecting, analyzing, and curating data for AI\/ML models.<\/span><\/h6>\n<h6><strong><span style=\"color: #808080;\">This paper offers insights into:<\/span><\/strong><\/h6>\n<ul>\n<li>\n<h6><span style=\"color: #808080;\">Role of AI in telecom networks<\/span><\/h6>\n<\/li>\n<li>\n<h6><span style=\"color: #808080;\">Why valid data is critical for AIOps<\/span><\/h6>\n<\/li>\n<li>\n<h6><span style=\"color: #808080;\">Four steps to holistic data management<\/span><\/h6>\n<\/li>\n<\/ul>\n<script>(function() {\n\twindow.mc4wp = window.mc4wp || {\n\t\tlisteners: [],\n\t\tforms: {\n\t\t\ton: function(evt, cb) {\n\t\t\t\twindow.mc4wp.listeners.push(\n\t\t\t\t\t{\n\t\t\t\t\t\tevent   : evt,\n\t\t\t\t\t\tcallback: cb\n\t\t\t\t\t}\n\t\t\t\t);\n\t\t\t}\n\t\t}\n\t}\n})();\n<\/script><!-- Mailchimp for WordPress v4.13.0 - https:\/\/wordpress.org\/plugins\/mailchimp-for-wp\/ --><form id=\"mc4wp-form-1\" class=\"mc4wp-form mc4wp-form-6713 mc4wp-form-theme mc4wp-form-theme-blue mc4wp-ajax\" method=\"post\" data-id=\"6713\" data-name=\"Solving the data challenge of telecom AIOps\" ><div class=\"mc4wp-form-fields\"><p>\r\n    <label>First Name<\/label>\r\n    <input type=\"text\" name=\"MMERGE7\" placeholder=\"First Name\" required=\"\">\r\n<\/p>\r\n<p>\r\n    <label>Last Name<\/label>\r\n    <input type=\"text\" name=\"MMERGE1\" placeholder=\"Last Name\" required=\"\">\r\n<\/p>\r\n<p>\r\n    <label>Email address<\/label>\r\n    <input type=\"email\" name=\"EMAIL\" placeholder=\"Email\"\r\n    required=\"\">\r\n<\/p>\r\n<p>\r\n    <label>Job Title<\/label>\r\n    <input type=\"text\" name=\"MMERGE6\" placeholder=\"Job Title\" required=\"\">\r\n<\/p>\r\n<p>\r\n    <label>Organization<\/label>\r\n    <input type=\"text\" name=\"MMERGE5\" placeholder=\"Organization\"\r\n    required=\"\">\r\n  <\/p>\r\n<p>\r\n    <label>Phone Number<\/label>\r\n    <input type=\"text\" name=\"MMERGE14\" placeholder=\"Phone Number\">\r\n<\/p>\r\n<p>\r\n    <label>City<\/label>\r\n    <input type=\"text\" name=\"MMERGE2\" placeholder=\"City\" required=\"\">\r\n<\/p>\r\n<p>\r\n    <label>Country<\/label>\r\n    <input type=\"text\" name=\"MMERGE4\" placeholder=\"Country\">\r\n<\/p>\r\n<p>\r\n    <label>Postal Code<\/label>\r\n    <input type=\"text\" name=\"MMERGE15\" placeholder=\"Postal Code\" required=\"\">\r\n<\/p>\r\n<p>\r\n  <label>\r\n\t<input type=\"checkbox\" name=\"mc4wp-subscribe\" value=\"1\" checked\/>\r\n\tI agree to receive communications from Arden Media Company, LLC and Tantra Analyst LLC, and that my contact information is shared with sponsors and agree to receive follow-up communications from the sponsors.\r\n<\/label>\r\n  <\/p>\r\n<p>\r\n\t<input type=\"submit\" value=\"Download\" \/>\r\n<\/p>\r\n<\/div><label style=\"display: none !important;\">Leave this field empty if you're human: <input type=\"text\" name=\"_mc4wp_honeypot\" value=\"\" tabindex=\"-1\" autocomplete=\"off\" \/><\/label><input type=\"hidden\" name=\"_mc4wp_timestamp\" value=\"1781954180\" \/><input type=\"hidden\" name=\"_mc4wp_form_id\" value=\"6713\" \/><input type=\"hidden\" name=\"_mc4wp_form_element_id\" value=\"mc4wp-form-1\" \/><div class=\"mc4wp-response\"><\/div><\/form><!-- \/ Mailchimp for WordPress Plugin -->\n<\/div>\n<\/div>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;50px&#8221;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row fullwidth=&#8221;yes&#8221; css=&#8221;.vc_custom_1626239489812{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column width=&#8221;1\/3&#8243;][vc_empty_space height=&#8221;50px&#8221;][vc_single_image image=&#8221;6831&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221; style=&#8221;vc_box_shadow_3d&#8221;][\/vc_column][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;50px&#8221;][vc_column_text] Solving the data challenge of telecom AIOps \u00a0Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/template-fullwidth.php","meta":{"h5ap_radio_sources":[],"footnotes":""},"class_list":["post-6829","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Tantra Analyst \u2013 Tantra&#039;s Mantra\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst\" \/>\n\t\t<meta property=\"og:description\" content=\"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"101\" \/>\n\t\t<meta property=\"og:image:height\" content=\"101\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-12-13T10:38:11+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-12-13T11:33:47+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/tantraanalyst\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@MyTechMusings\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve\" \/>\n\t\t<meta name=\"twitter:creator\" content=\"@MyTechMusings\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg\" \/>\n\t\t<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#listItem\",\"name\":\"Solving the data challenge of telecom AIOps\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#listItem\",\"position\":2,\"name\":\"Solving the data challenge of telecom AIOps\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta#listItem\",\"name\":\"Home\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/#organization\",\"name\":\"Tantra Analyst\",\"description\":\"Tantra's Mantra\",\"url\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/logo.png\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#organizationLogo\",\"width\":350,\"height\":117},\"image\":{\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#organizationLogo\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/tantraanalyst\",\"https:\\\/\\\/twitter.com\\\/MyTechMusings\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/tantra-analyst\\\/\"]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#webpage\",\"url\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/\",\"name\":\"Solving the data challenge of telecom AIOps \\u2013 Tantra Analyst\",\"description\":\"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/solving-the-data-challenge-of-telecom-aiops\\\/#breadcrumblist\"},\"datePublished\":\"2024-12-13T10:38:11+00:00\",\"dateModified\":\"2024-12-13T11:33:47+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/#website\",\"url\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/\",\"name\":\"Tantra Analyst\",\"description\":\"Tantra's Mantra\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.tantraanalyst.com\\\/ta\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst","description":"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve","canonical_url":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.tantraanalyst.com\/ta#listItem","position":1,"name":"Home","item":"https:\/\/www.tantraanalyst.com\/ta","nextItem":{"@type":"ListItem","@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#listItem","name":"Solving the data challenge of telecom AIOps"}},{"@type":"ListItem","@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#listItem","position":2,"name":"Solving the data challenge of telecom AIOps","previousItem":{"@type":"ListItem","@id":"https:\/\/www.tantraanalyst.com\/ta#listItem","name":"Home"}}]},{"@type":"Organization","@id":"https:\/\/www.tantraanalyst.com\/ta\/#organization","name":"Tantra Analyst","description":"Tantra's Mantra","url":"https:\/\/www.tantraanalyst.com\/ta\/","logo":{"@type":"ImageObject","url":"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2021\/05\/logo.png","@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#organizationLogo","width":350,"height":117},"image":{"@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#organizationLogo"},"sameAs":["https:\/\/www.facebook.com\/tantraanalyst","https:\/\/twitter.com\/MyTechMusings","https:\/\/www.linkedin.com\/company\/tantra-analyst\/"]},{"@type":"WebPage","@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#webpage","url":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/","name":"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst","description":"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/www.tantraanalyst.com\/ta\/#website"},"breadcrumb":{"@id":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/#breadcrumblist"},"datePublished":"2024-12-13T10:38:11+00:00","dateModified":"2024-12-13T11:33:47+00:00"},{"@type":"WebSite","@id":"https:\/\/www.tantraanalyst.com\/ta\/#website","url":"https:\/\/www.tantraanalyst.com\/ta\/","name":"Tantra Analyst","description":"Tantra's Mantra","inLanguage":"en-US","publisher":{"@id":"https:\/\/www.tantraanalyst.com\/ta\/#organization"}}]},"og:locale":"en_US","og:site_name":"Tantra Analyst \u2013 Tantra's Mantra","og:type":"article","og:title":"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst","og:description":"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve","og:url":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/","og:image":"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg","og:image:secure_url":"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg","og:image:width":101,"og:image:height":101,"article:published_time":"2024-12-13T10:38:11+00:00","article:modified_time":"2024-12-13T11:33:47+00:00","article:publisher":"https:\/\/www.facebook.com\/tantraanalyst","twitter:card":"summary","twitter:site":"@MyTechMusings","twitter:title":"Solving the data challenge of telecom AIOps \u2013 Tantra Analyst","twitter:description":"Solving the data challenge of telecom AIOps Prakash Sangam, December 13th, 2024 Artificial Intelligence (AI) is poised to revolutionize cellular networks, from right-sizing the network build to enhancing radio link performance and streamlining operations. One of the most significant impacts will be in optimizing network operations. By leveraging AI-powered solutions, operators can reduce costs, improve","twitter:creator":"@MyTechMusings","twitter:image":"https:\/\/www.tantraanalyst.com\/ta\/wp-content\/uploads\/2022\/11\/Tantra_Analyst_Logo_Favicon.jpg","twitter:label1":"Written by","twitter:data1":"admin","twitter:label2":"Est. reading time","twitter:data2":"1 minute"},"aioseo_meta_data":{"post_id":"6829","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":true,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2024-12-13 10:38:11","updated":"2025-07-17 07:10:31","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.tantraanalyst.com\/ta\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tSolving the data challenge of telecom AIOps\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.tantraanalyst.com\/ta"},{"label":"Solving the data challenge of telecom AIOps","link":"https:\/\/www.tantraanalyst.com\/ta\/solving-the-data-challenge-of-telecom-aiops\/"}],"_links":{"self":[{"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/pages\/6829","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/comments?post=6829"}],"version-history":[{"count":0,"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/pages\/6829\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.tantraanalyst.com\/ta\/wp-json\/wp\/v2\/media?parent=6829"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}