{"id":172520,"date":"2023-10-30T20:35:21","date_gmt":"2023-10-30T19:35:21","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=172520"},"modified":"2023-10-30T20:40:09","modified_gmt":"2023-10-30T19:40:09","slug":"aws-ec2-how-to-use-amazons-tool","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool","title":{"rendered":"AWS EC2: How to use Amazon&#8217;s tool"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"172520\" class=\"elementor elementor-172520\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-283ea994 e-flex e-con-boxed e-con\" data-id=\"283ea994\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62d8e189 elementor-widget elementor-widget-heading\" data-id=\"62d8e189\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">One of the first services offered by AWS, EC2 was launched in 2006, and there's no doubt that AWS has made its mark on the cloud market thanks to it. But what does this service do? What are its use cases? That's what we're going to look at in this article.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59e44420 e-flex e-con-boxed e-con\" data-id=\"59e44420\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fabd47e elementor-widget elementor-widget-heading\" data-id=\"5fabd47e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is the AWS EC2 service?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24b9e39e elementor-widget elementor-widget-text-editor\" data-id=\"24b9e39e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>The EC2 service, which stands for<strong> Elastic Compute Cloud<\/strong>, enables anyone to rent servers.<\/p><p>In the past, companies were obliged to have physical servers for various purposes, such as web hosting or database storage. However, these resources come at a cost.<\/p><p>There&#8217;s the cost of purchasing them, of course, but there&#8217;s also the cost of maintaining them.<\/p><p>With<strong> EC2<\/strong>, companies no longer need to worry about technical issues that could arise on their servers, <a href=\"https:\/\/datascientest.com\/en\/aws-certification-what-is-it-and-how-do-i-get-it\">AWS.<\/a> This not only saves costs, it also saves time.<\/p><p>We also increase our time savings, with what we&#8217;ll call our machine configuration. If we had our own servers, we&#8217;d have to take time to configure them before they were up and running. With <strong>EC2<\/strong>, on the other hand, we have an operational machine in just a few clicks.<\/p><p>Finally, it&#8217;s still possible to reduce our costs by adapting to our needs, via a <strong>variety of packages<\/strong>. For example, let&#8217;s say we&#8217;re hosting a site and at the beginning of each month there&#8217;s a big influx of traffic. To keep the site running smoothly, we&#8217;d need more power, but once the heavy traffic is over, we can switch back to a less powerful machine.<\/p><p>What&#8217;s more, it&#8217;s just as easy to shut down our <strong>EC2 instance<\/strong> quickly when we no longer need it, and turn it back on again straight away. In this way, we save money because we only pay per use (pay as you go),<a href=\"https:\/\/datascientest.com\/en\/cloud-computing-all-about\"> a key concept in Cloud Computing<\/a>. If we look at the different possibilities with an EC2 instance, we can see why EC2 uses the word Elastic.<\/p><p>Here&#8217;s an image showing the life cycle of an EC2 machine:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7db329c1 elementor-widget elementor-widget-image\" data-id=\"7db329c1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1281\" height=\"801\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/AWS-EC2-schema.jpg\" class=\"attachment-full size-full wp-image-172523\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/AWS-EC2-schema.jpg 1281w, https:\/\/datascientest.com\/en\/files\/2023\/10\/AWS-EC2-schema-300x188.jpg 300w, https:\/\/datascientest.com\/en\/files\/2023\/10\/AWS-EC2-schema-1024x640.jpg 1024w, https:\/\/datascientest.com\/en\/files\/2023\/10\/AWS-EC2-schema-768x480.jpg 768w\" sizes=\"(max-width: 1281px) 100vw, 1281px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77e92a04 e-flex e-con-boxed e-con\" data-id=\"77e92a04\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ec44fe1 elementor-widget elementor-widget-heading\" data-id=\"1ec44fe1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Key components of Amazon ECS<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54223416 elementor-widget elementor-widget-text-editor\" data-id=\"54223416\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/datascientest.com\/en\/aws-courses-and-certifications-how-does-it-work-the-complete-guide\">Amazon<\/a> ECS is based on several key components that provide a robust platform for container orchestration. Understanding these components is essential for leveraging the service.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2282b elementor-widget elementor-widget-image\" data-id=\"ab2282b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1999\" height=\"706\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/image2.png\" class=\"attachment-full size-full wp-image-172524\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/image2.png 1999w, https:\/\/datascientest.com\/en\/files\/2023\/10\/image2-300x106.png 300w, https:\/\/datascientest.com\/en\/files\/2023\/10\/image2-1024x362.png 1024w, https:\/\/datascientest.com\/en\/files\/2023\/10\/image2-768x271.png 768w, https:\/\/datascientest.com\/en\/files\/2023\/10\/image2-1536x542.png 1536w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a29433c elementor-widget elementor-widget-heading\" data-id=\"3a29433c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Cluster :\u200b<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b65692e elementor-widget elementor-widget-text-editor\" data-id=\"3b65692e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This is a logical grouping of resources where <strong>ECS tasks<\/strong> are performed. These clusters can be made up of one or more EC2 instances, or you can opt for Fargate, a serverless option that manages resource provisioning for you.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50ffdee2 elementor-widget elementor-widget-heading\" data-id=\"50ffdee2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Task : <\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-651380f8 elementor-widget elementor-widget-text-editor\" data-id=\"651380f8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A task is the smallest and most fundamental unit of work in <strong>Amazon ECS.<\/strong> Each task is an instance of a task definition and contains one or more containers that are deployed together on the same EC2 or Fargate instance.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dedae6e elementor-widget elementor-widget-heading\" data-id=\"3dedae6e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Task definition :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69953850 elementor-widget elementor-widget-text-editor\" data-id=\"69953850\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>These are templates for your tasks. They describe the parameters for containers that are launched together as a task. Parameters include information such as which image to use, <strong>how much CPU and memory<\/strong> to allocate to each container, which ports to open for your application, and much more.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc10f6a elementor-widget elementor-widget-heading\" data-id=\"fc10f6a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Service :\u200b<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23c76faf elementor-widget elementor-widget-text-editor\" data-id=\"23c76faf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A service is used to manage long-term tasks. It maintains the desired number of simultaneous instances of a defined task in your cluster. If a task or service fails, the service schedules another task to replace it, thus<strong> maintaining the desired number of tasks in the service.<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c6e70cd elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"4c6e70cd\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/aws-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn more about Amazon ECS<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40977c47 e-flex e-con-boxed e-con\" data-id=\"40977c47\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58bf7840 elementor-widget elementor-widget-heading\" data-id=\"58bf7840\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How do I launch an instance on AWS EC2?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d82d54e elementor-widget elementor-widget-text-editor\" data-id=\"d82d54e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>As we said earlier, it only takes a few clicks to use a virtual machine, but let&#8217;s take a brief look at the various steps involved in starting up an <strong>EC2 instance.<\/strong><\/p><p>The first step is to select the type. By type, we mean your machine&#8217;s operating system. We still have a choice, thanks to AMI (Amazon Machine Images). You can have an <a href=\"https:\/\/datascientest.com\/en\/linux-the-preferred-os-for-developers\">AMI of Linux type<\/a>, for example Ubuntu, Fedora or even RedHat, but it&#8217;s also possible to have a virtual machine based on Windows Server, and soon we&#8217;ll even be able to have one based on macOS.<\/p><p>Once you&#8217;ve chosen the type, you need to determine the family of your machine. We need to choose the number of CPUs, RAM, storage type and processor. Within each family, instances are classified by size. The larger the size, the more powerful the machine. Below is an example of a machine name.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c7ca5f elementor-widget elementor-widget-image\" data-id=\"5c7ca5f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"296\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/unnamed-9-1.png\" class=\"attachment-full size-full wp-image-172525\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/unnamed-9-1.png 512w, https:\/\/datascientest.com\/en\/files\/2023\/10\/unnamed-9-1-300x173.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31facecf elementor-widget elementor-widget-text-editor\" data-id=\"31facecf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Other aspects remain to be configured, but we won&#8217;t go into them here, as the default settings suffice.<\/p><p>All our machine parameters are set. All that remains is to define the <strong>security parameters.<\/strong> It&#8217;s in this section in particular that we&#8217;ll see how to connect to it. There are two ways of doing this:<\/p><p>Using the SSH protocol, we&#8217;ll need to define a key pair.<br \/>By using the <a href=\"https:\/\/datascientest.com\/en\/aws-courses-and-certifications-how-does-it-work-the-complete-guide\">AWS Session Manager service,<\/a> which will open a tab in your browser where you can operate on the instance.<\/p><p>And now you&#8217;re ready to use your<strong> EC2 instance!<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c9a8a7d e-flex e-con-boxed e-con\" data-id=\"4c9a8a7d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6fc99d49 elementor-widget elementor-widget-heading\" data-id=\"6fc99d49\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Benefits of using Amazon ECS<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f47c77d elementor-widget elementor-widget-text-editor\" data-id=\"f47c77d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This service offers a host of advantages for large-scale container management and deployment. Here are just a few of them:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fca2373 elementor-widget elementor-widget-image\" data-id=\"fca2373\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/benefices-amazon-ecs.png\" class=\"attachment-full size-full wp-image-172526\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/benefices-amazon-ecs.png 800w, https:\/\/datascientest.com\/en\/files\/2023\/10\/benefices-amazon-ecs-300x169.png 300w, https:\/\/datascientest.com\/en\/files\/2023\/10\/benefices-amazon-ecs-768x432.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79d91c32 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"79d91c32\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/aws-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">All about Amazon ECS<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-208ca8e8 elementor-widget elementor-widget-heading\" data-id=\"208ca8e8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Ease of use :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ce887fb elementor-widget elementor-widget-text-editor\" data-id=\"5ce887fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This is a logical grouping of resources where ECS tasks are performed. These clusters can be made up of one or more EC2 instances, or you can opt for Fargate, a serverless option that manages resource provisioning for you.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3183543e elementor-widget elementor-widget-heading\" data-id=\"3183543e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Scalability :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20d6cf4c elementor-widget elementor-widget-text-editor\" data-id=\"20d6cf4c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A task is the smallest and most fundamental unit of work in Amazon ECS. Each task is an instance of a task definition and contains one or more containers that are deployed together on the same EC2 or Fargate instance.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64f48705 elementor-widget elementor-widget-heading\" data-id=\"64f48705\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Flexibility :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-499db13d elementor-widget elementor-widget-text-editor\" data-id=\"499db13d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>These are templates for your tasks. They describe the parameters for containers that are launched together as a task. Parameters include information such as which image to use, how much CPU and memory to allocate to each container, which ports to open for your application, and much more.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b449061 elementor-widget elementor-widget-heading\" data-id=\"7b449061\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Safety :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bb8c3cb elementor-widget elementor-widget-text-editor\" data-id=\"6bb8c3cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Integrates with <strong>AWS Identity and Access Management (IAM),<\/strong> enabling you to define fine-grained permissions for each task. What&#8217;s more, ECS is compatible with AWS PrivateLink, enabling you to access your containers without exposing your traffic to the Internet.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21d64d5c elementor-widget elementor-widget-heading\" data-id=\"21d64d5c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Integration with the AWS ecosystem:<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c651455 elementor-widget elementor-widget-text-editor\" data-id=\"6c651455\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Amazon ECS integrates with many other AWS services, such as <a href=\"https:\/\/datascientest.com\/en\/aws-elastic-load-balancer-the-solution-that-distributes-network-traffic\">Elastic Load Balancing,<\/a> Amazon RDS, <a href=\"https:\/\/datascientest.com\/en\/aws-lambda-explained-unveiling-the-power-of-serverless-functions-on-amazon-web-services\">AWS Lambda<\/a> and S3. This enables smooth workflows and simplified application management.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f413c3 elementor-widget elementor-widget-heading\" data-id=\"f413c3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Support for microservices :<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2369e9ab elementor-widget elementor-widget-text-editor\" data-id=\"2369e9ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Amazon ECS<\/strong> supports microservices architectures, making it easier to develop, deploy and scale complex applications.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50a403e1 e-flex e-con-boxed e-con\" data-id=\"50a403e1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64b91c48 elementor-widget elementor-widget-heading\" data-id=\"64b91c48\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Some examples of EC2 use<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-513b80f9 elementor-widget elementor-widget-text-editor\" data-id=\"513b80f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>As we said earlier, a classic example of using an EC2 <a href=\"https:\/\/datascientest.com\/en\/virtual-machine-definition-use-and-benefits\">virtual machine<\/a> is hosting a website. A case in point is DataScientest&#8217;s Studio, which lists the best learner projects. Behind this pretty page is simply an EC2 instance with, of course, a few code files.<\/p><p>We can also simply use it as a development environment. Once our tests are complete, we can shut down our machine completely, but also turn on a new one to test new functionalities.<\/p><p>In Data Science, <a href=\"https:\/\/datascientest.com\/en\/all-about-deep-learning\">especially Deep Learning<\/a>, we need a powerful machine to train our model on large datasets, so we&#8217;ll be using EC2. Similarly, when we need to launch a python script that takes a long time to run.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e6f64e7 e-flex e-con-boxed e-con\" data-id=\"5e6f64e7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-235f190c elementor-widget elementor-widget-heading\" data-id=\"235f190c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Further information<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ce1ce4b elementor-widget elementor-widget-text-editor\" data-id=\"3ce1ce4b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>We&#8217;ve seen that the <strong>possibilities of the EC2 service<\/strong> are limitless (apart from the wallet). However, it&#8217;s becoming more complicated to use only a virtual machine for certain functionalities, and we&#8217;re losing time solving errors we may encounter.<\/p><p>For example, we&#8217;ve said that it&#8217;s possible to use an EC2 instance to store our databases, but we may have difficulty maintaining it or operating on it, which is why <strong>AWS offers database-only services.<\/strong> We can mention RDS, which is used for relational databases, but there&#8217;s also DynamoDB, for a <a href=\"https:\/\/datascientest.com\/en\/all-about-non-relational-databases\">NoSQL database.<\/a><\/p><p>If you&#8217;d like to learn more about launching virtual machines with AWS, as well as the different services offered by AWS, you can take the DataScientest training course to become a certified Solution Architect.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2dac7d6a elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"2dac7d6a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/aws-training\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover our AWS Training<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19e8aa34 e-flex e-con-boxed e-con\" data-id=\"19e8aa34\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>One of the first services offered by AWS, EC2 was launched in 2006, and there&#8217;s no doubt that AWS has made its mark on the cloud market thanks to it. But what does this service do? What are its use cases? That&#8217;s what we&#8217;re going to look at in this article. What is the AWS [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":172521,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2412],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AWS EC2: How to use Amazon&#039;s tool<\/title>\n<meta name=\"description\" content=\"Uncover the essential steps to harness the power of AWS EC2 (Elastic Compute Cloud), Amazon&#039;s versatile tool for cloud computing. Learn how to launch, manage, and optimize virtual servers in the cloud.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS EC2: How to use Amazon&#039;s tool\" \/>\n<meta property=\"og:description\" content=\"One of the first services offered by AWS, EC2 was launched in 2006, and there&#039;s no doubt that AWS has made its mark on the cloud market thanks to it. But\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\" \/>\n<meta property=\"og:site_name\" content=\"Data Science Courses | DataScientest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-30T19:35:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-30T19:40:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/en\/files\/2023\/10\/aws-ec2.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"562\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Melanie\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Melanie\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\"},\"author\":{\"name\":\"Melanie\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\"},\"headline\":\"AWS EC2: How to use Amazon&#8217;s tool\",\"datePublished\":\"2023-10-30T19:35:21+00:00\",\"dateModified\":\"2023-10-30T19:40:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\"},\"wordCount\":1314,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"articleSection\":[\"Cloud &amp; Data Engineering\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool#respond\"]}],\"copyrightYear\":\"2023\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\",\"url\":\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\",\"name\":\"AWS EC2: How to use Amazon's tool\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/#website\"},\"datePublished\":\"2023-10-30T19:35:21+00:00\",\"dateModified\":\"2023-10-30T19:40:09+00:00\",\"description\":\"Uncover the essential steps to harness the power of AWS EC2 (Elastic Compute Cloud), Amazon's versatile tool for cloud computing. Learn how to launch, manage, and optimize virtual servers in the cloud.\",\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/en\/#website\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"name\":\"Data Science Courses | DataScientest\",\"description\":\"Leader in Data Science Courses\",\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datascientest.com\/en\/#organization\",\"name\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"contentUrl\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"width\":301,\"height\":301,\"caption\":\"DataScientest\"},\"image\":{\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DataScientestEN\",\"https:\/\/twitter.com\/DataScientest__\",\"https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/\",\"https:\/\/www.tiktok.com\/@datascientest\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\",\"name\":\"Melanie\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g\",\"caption\":\"Melanie\"},\"url\":\"https:\/\/datascientest.com\/en\/author\/melaniekrause\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AWS EC2: How to use Amazon's tool","description":"Uncover the essential steps to harness the power of AWS EC2 (Elastic Compute Cloud), Amazon's versatile tool for cloud computing. Learn how to launch, manage, and optimize virtual servers in the cloud.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool","og_locale":"en_GB","og_type":"article","og_title":"AWS EC2: How to use Amazon's tool","og_description":"One of the first services offered by AWS, EC2 was launched in 2006, and there's no doubt that AWS has made its mark on the cloud market thanks to it. But","og_url":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool","og_site_name":"Data Science Courses | DataScientest","article_publisher":"https:\/\/www.facebook.com\/DataScientestEN","article_published_time":"2023-10-30T19:35:21+00:00","article_modified_time":"2023-10-30T19:40:09+00:00","og_image":[{"width":1024,"height":562,"url":"https:\/\/datascientest.com\/en\/files\/2023\/10\/aws-ec2.jpeg","type":"image\/jpeg"}],"author":"Melanie","twitter_card":"summary_large_image","twitter_creator":"@DataScientest__","twitter_site":"@DataScientest__","twitter_misc":{"Written by":"Melanie","Estimated reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool#article","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool"},"author":{"name":"Melanie","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d"},"headline":"AWS EC2: How to use Amazon&#8217;s tool","datePublished":"2023-10-30T19:35:21+00:00","dateModified":"2023-10-30T19:40:09+00:00","mainEntityOfPage":{"@id":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool"},"wordCount":1314,"commentCount":0,"publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"articleSection":["Cloud &amp; Data Engineering"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool#respond"]}],"copyrightYear":"2023","copyrightHolder":{"@id":"https:\/\/datascientest.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool","url":"https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool","name":"AWS EC2: How to use Amazon's tool","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/#website"},"datePublished":"2023-10-30T19:35:21+00:00","dateModified":"2023-10-30T19:40:09+00:00","description":"Uncover the essential steps to harness the power of AWS EC2 (Elastic Compute Cloud), Amazon's versatile tool for cloud computing. Learn how to launch, manage, and optimize virtual servers in the cloud.","inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/en\/aws-ec2-how-to-use-amazons-tool"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/en\/#website","url":"https:\/\/datascientest.com\/en\/","name":"Data Science Courses | DataScientest","description":"Leader in Data Science Courses","publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/datascientest.com\/en\/#organization","name":"DataScientest","url":"https:\/\/datascientest.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","contentUrl":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","width":301,"height":301,"caption":"DataScientest"},"image":{"@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataScientestEN","https:\/\/twitter.com\/DataScientest__","https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/","https:\/\/www.tiktok.com\/@datascientest"]},{"@type":"Person","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d","name":"Melanie","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8d3d660a0698de06f13ecf4823519da1?s=96&d=mm&r=g","caption":"Melanie"},"url":"https:\/\/datascientest.com\/en\/author\/melaniekrause"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/172520"}],"collection":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/comments?post=172520"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/172520\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media\/172521"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media?parent=172520"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/categories?post=172520"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/tags?post=172520"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}