{"id":39,"date":"2026-08-03T16:32:20","date_gmt":"2026-08-03T16:32:20","guid":{"rendered":"https:\/\/yotta.blue\/?page_id=39"},"modified":"2026-08-11T23:59:42","modified_gmt":"2026-08-11T23:59:42","slug":"ml-ops","status":"publish","type":"page","link":"https:\/\/yotta.blue\/?page_id=39","title":{"rendered":"Real Time MLOPs"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"39\" class=\"elementor elementor-39\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17d6168 e-con-full e-flex e-con e-parent\" data-id=\"17d6168\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-83247a9 e-con-full e-flex e-con e-child\" data-id=\"83247a9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2234c34 e-con-full e-flex e-con e-child\" data-id=\"2234c34\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div 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data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d17223 e-con-full e-flex e-con e-child\" data-id=\"4d17223\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3f35876 e-con-full e-flex e-con e-child\" data-id=\"3f35876\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-58390e0 e-con-full e-flex e-con e-child\" data-id=\"58390e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d1e66f1 e-con-full e-flex e-con e-child\" data-id=\"d1e66f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78b3588 elementor-widget elementor-widget-softlite_image\" data-id=\"78b3588\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"softlite_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"386\" height=\"389\" src=\"https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_large_comp.png\" class=\"attachment-full size-full wp-image-599\" alt=\"\" srcset=\"https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_large_comp.png 386w, https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_large_comp-298x300.png 298w, https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_large_comp-150x150.png 150w\" sizes=\"(max-width: 386px) 100vw, 386px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-2ef53b3 e-con-full e-flex e-con e-child\" data-id=\"2ef53b3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f27f244 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f27f244\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"bg6x7o4v\">Real-time MLOPs<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20b7e0a e-con-full e-flex e-con e-child\" data-id=\"20b7e0a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7f7dbd elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"c7f7dbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"svyq17fi\">Our MLOPs solutions include both cloud-based MLOPs and r<\/span><span class=\"svyq17fi\">eal-time MLOPs.&nbsp; Real-time MLOPs differs from our traditional, cloud-based offering by performing model training, model generation, and model inference locally on an edge device without needing internet connectivity.<\/span><\/p>\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>\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<div class=\"elementor-element elementor-element-eb4a87a e-con-full e-flex e-con e-child\" data-id=\"eb4a87a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-378623a e-con-full e-flex e-con e-child\" data-id=\"378623a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8576a63 e-con-full e-flex e-con e-child\" data-id=\"8576a63\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f5eb45 e-con-full e-flex e-con e-child\" data-id=\"6f5eb45\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f0f9bd e-con-full e-flex e-con e-child\" data-id=\"0f0f9bd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9207a24 e-con-full e-flex e-con e-child\" data-id=\"9207a24\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-af04967 e-con-full e-flex e-con e-child\" data-id=\"af04967\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88dda1 e-con-full e-flex e-con e-child\" data-id=\"d88dda1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6c41012 e-con-full e-flex e-con e-child\" 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data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f3f0253 e-con-full e-flex e-con e-child\" data-id=\"f3f0253\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bfd0a09 e-con-full e-flex e-con e-child\" data-id=\"bfd0a09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2741831 elementor-widget elementor-widget-spacer\" data-id=\"2741831\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2254551 elementor-view-default elementor-invisible elementor-widget elementor-widget-icon\" data-id=\"2254551\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<a class=\"elementor-icon\" href=\"#mlop1\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg>\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31305c6 e-con-full e-flex e-con e-child\" data-id=\"31305c6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b86edad e-con-full e-flex e-con e-child\" data-id=\"b86edad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf31171 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"cf31171\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"qdvmizbl\">M<span class=\"jjfr3uxv\">L Tools<\/span><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-87bd990 e-con-full e-flex e-con e-child\" data-id=\"87bd990\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20c3b86 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"20c3b86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"grdp2hzt\">ML Tools include 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data-e-type=\"container\" id=\"mlop2\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b45830 elementor-widget elementor-widget-softlite_image\" data-id=\"7b45830\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"softlite_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"388\" height=\"391\" src=\"https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_two_comp.png\" class=\"attachment-full size-full wp-image-601\" alt=\"\" srcset=\"https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_two_comp.png 388w, https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_two_comp-298x300.png 298w, https:\/\/yotta.blue\/wp-content\/uploads\/2026\/08\/edgeml_abs_two_comp-150x150.png 150w\" sizes=\"(max-width: 388px) 100vw, 388px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\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<div class=\"elementor-element elementor-element-a0bc85e e-con-full e-flex e-con e-child\" data-id=\"a0bc85e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9c0ab37 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"9c0ab37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"u4fr6oto\">ML<span class=\"lrx9kw1l\">&nbsp;Core<\/span><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0ee2744 e-con-full e-flex e-con e-child\" data-id=\"0ee2744\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b70aef3 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b70aef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"rrx2ueoj\">ML Core is a compiled service running our real-time MLOPs that can be included as a library or accessed locally through an API.&nbsp; ML Core can be included and linked directly inside your application.&nbsp; It is cross-platform and can be compiled to run on custom embedded hardware.<\/span><\/p>\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>\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>\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>\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>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-69676b3 e-con-full e-flex e-con e-child\" data-id=\"69676b3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e5cdb5 e-con-full e-flex e-con e-child\" data-id=\"9e5cdb5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Real-time MLOPs Our MLOPs solutions include both cloud-based MLOPs and real-time MLOPs.&nbsp; Real-time MLOPs differs from our traditional, cloud-based offering by performing model training, model generation, and model inference locally on an edge device without needing internet connectivity. ML Tools ML Tools include Command Line Interfaces (CLIs), platform drivers, and real-time data-logging applications to capture [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_canvas","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-39","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/pages\/39","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yotta.blue\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39"}],"version-history":[{"count":15,"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/pages\/39\/revisions"}],"predecessor-version":[{"id":759,"href":"https:\/\/yotta.blue\/index.php?rest_route=\/wp\/v2\/pages\/39\/revisions\/759"}],"wp:attachment":[{"href":"https:\/\/yotta.blue\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}