{"version":"1.0","provider_name":"KaLabs","provider_url":"https:\/\/karthicklakshmanan.com","author_name":"karthick","author_url":"https:\/\/karthicklakshmanan.com\/index.php\/author\/karthick\/","title":"Tools used in machine learning - KaLabs","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"8FHdWzBEmA\"><a href=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/tools-used-in-machine-learning\/\">Tools used in machine learning<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/karthicklakshmanan.com\/index.php\/knowledge-base\/tools-used-in-machine-learning\/embed\/#?secret=8FHdWzBEmA\" width=\"600\" height=\"338\" title=\"&#8220;Tools used in machine learning&#8221; &#8212; KaLabs\" data-secret=\"8FHdWzBEmA\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\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<\/script>\n","description":"There are numerous tools and frameworks used in machine learning for tasks ranging from data preprocessing to model development and deployment. The choice of tools often depends on factors such as the complexity of the task, the size of the dataset, and the familiarity of the practitioner with specific frameworks. Here are some commonly used tools in different stages of the machine learning pipeline: These tools serve different purposes throughout the machine learning workflow, and practitioners often use a combination of them based on the specific requirements of their projects. The machine learning ecosystem is dynamic, and new tools and frameworks continue to emerge."}