{"version":"1.0","provider_name":"CloudThat Resources","provider_url":"https:\/\/www.cloudthat.com\/resources","author_name":"Kirubanithi Annamalai","author_url":"https:\/\/www.cloudthat.com\/resources\/author\/kirubanithi-annamalai\/","title":"AI Model Monitoring for Modern Machine Learning Systems","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"FMkLJAOwtT\"><a href=\"https:\/\/www.cloudthat.com\/resources\/blog\/ai-model-monitoring-for-modern-machine-learning-systems\">AI Model Monitoring for Modern Machine Learning Systems<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.cloudthat.com\/resources\/blog\/ai-model-monitoring-for-modern-machine-learning-systems\/embed\/#?secret=FMkLJAOwtT\" width=\"600\" height=\"338\" title=\"&#8220;AI Model Monitoring for Modern Machine Learning Systems&#8221; &#8212; CloudThat Resources\" data-secret=\"FMkLJAOwtT\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/* ]]> *\/\n<\/script>\n","thumbnail_url":"https:\/\/content.cloudthat.com\/resources\/wp-content\/uploads\/2026\/08\/Amazon-SageMaker-Canvas.webp","thumbnail_width":1201,"thumbnail_height":626,"description":"Deploying an AI model is often seen as the last step in a project, but in production, it's just the start. Once the model is in production, it has to handle real data, shifting user behavior, changing business rules, and the constraints of cloud deployment."}