{"version":"1.0","provider_name":"Alice Biometrics","provider_url":"https:\/\/alicebiometrics.com\/en\/","author_name":"Alicio","author_url":"https:\/\/alicebiometrics.com\/en\/author\/aliceinchains\/","title":"From the Lab to Production. - Alice Biometrics","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"Jcj4EoejTG\"><a href=\"https:\/\/alicebiometrics.com\/en\/from-the-lab-to-production\/\">From the Lab to Production.<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/alicebiometrics.com\/en\/from-the-lab-to-production\/embed\/#?secret=Jcj4EoejTG\" width=\"600\" height=\"338\" title=\"&#8220;From the Lab to Production.&#8221; &#8212; Alice Biometrics\" data-secret=\"Jcj4EoejTG\" 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:\/\/alicebiometrics.com\/wp-content\/uploads\/2023\/09\/From-lab-to-production.png","thumbnail_width":1288,"thumbnail_height":728,"description":"At Alice, machine learning models are essential tools for delivering a high-quality service. However, it is important to evaluate these models carefully to ensure that they are performing as expected. In this article, we will discuss the key steps involved in evaluating machine learning models, including creating an evaluation dataset, choosing the appropriate evaluation metrics, and identifying and addressing any problems with the model before they impact our service."}