{"id":168509,"date":"2023-06-09T13:29:30","date_gmt":"2023-06-09T12:29:30","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=168509"},"modified":"2023-10-30T19:12:41","modified_gmt":"2023-10-30T18:12:41","slug":"all-about-ci-cd","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/all-about-ci-cd","title":{"rendered":"CI\/CD : Everything about these principles that helps tech teams"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"168509\" class=\"elementor elementor-168509\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b98803 e-flex e-con-boxed e-con\" data-id=\"3b98803\" 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-b9d56ad elementor-widget elementor-widget-heading\" data-id=\"b9d56ad\" 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\">Continuous Integration (CI) and Continuous Delivery (CD) are a set of principles and practices that enable development teams to make changes to software code more reliably and more frequently.\nThe implementation of CI\/CD is at the heart of agile and DevOps development methodologies. It enables software development teams to focus on business needs, code quality, and cybersecurity. Deployment steps are automated.\n<\/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-105c3da e-flex e-con-boxed e-con\" data-id=\"105c3da\" 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-c24e609 elementor-widget elementor-widget-heading\" data-id=\"c24e609\" 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 CI \/ CD ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-689d854 elementor-widget elementor-widget-text-editor\" data-id=\"689d854\" 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><span style=\"font-weight: 400;\">Continuous Integration is a philosophy and a set of practices whereby development teams implement changes progressively, and frequently check the code before adding to it.<\/span><\/p><p><span style=\"font-weight: 400;\">Modern applications rely on <\/span><b>different tools and code platforms<\/b><span style=\"font-weight: 400;\">. Consequently, teams need a mechanism for integrating and validating changes.<\/span><\/p><p><span style=\"font-weight: 400;\">Continuous Integration aims to provide an automated way of building and testing applications. The consistency of the<\/span><b> integration process<\/b><span style=\"font-weight: 400;\"> enables teams to make changes to the code more frequently. This improves collaboration, as well as the final quality of the software.<\/span><\/p><p><span style=\"font-weight: 400;\">Continuous Delivery or CD is the next step. It automates the <\/span><b>delivery of applications<\/b><span style=\"font-weight: 400;\"> to selected infrastructure environments. Here again, the aim is to <\/span><b>harmonize code delivery<\/b><span style=\"font-weight: 400;\"> between the various production, development, and testing environments on which most development teams work simultaneously.<\/span><\/p><p><span style=\"font-weight: 400;\">CI\/CD tools are used to store parameters specific to each environment, and automation then enables the necessary calls to be made to web servers, databases, and other services requiring procedures such as restarting during application deployment.<\/span><\/p><p><span style=\"font-weight: 400;\">Continuous Integration and Continuous Delivery require <\/span><b>Continuous Testing<\/b><span style=\"font-weight: 400;\">. This procedure ensures that code and application quality are maintained.<\/span><\/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-c049a34 e-flex e-con-boxed e-con\" data-id=\"c049a34\" 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-7b7769a elementor-widget elementor-widget-heading\" data-id=\"7b7769a\" 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 does CI work?\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b150c41 elementor-widget elementor-widget-text-editor\" data-id=\"b150c41\" 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><span style=\"font-weight: 400;\">The Continuous Integration philosophy is based on mechanisms and automation. Developers frequently deposit their code in a version control folder, to simplify the detection of defects and other quality issues in small chunks of code. This approach also reduces the risk of several developers editing the same code simultaneously.<\/span><\/p><p><span style=\"font-weight: 400;\">Various techniques are used by <\/span><b>CI development teams<\/b><span style=\"font-weight: 400;\"> to control code and functionality. These include Feature Flags and Version Control Branching. After this validation stage, the code is sent to production.<\/span><\/p><p><span style=\"font-weight: 400;\">The build process is automated by packaging all software, databases, and other components. Test execution is also automated, to provide feedback to developers on changes made to the code.<\/span><\/p><p><span style=\"font-weight: 400;\">Many CI\/CD tools allow developers to create builds on demand, by <\/span><b>dropping code into the version control folder<\/b><span style=\"font-weight: 400;\"> or on a defined date. The integration strategy needs to be discussed by the team, particularly about the frequency of builds and code deposits.<\/span><\/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-2431e48 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"2431e48\" 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\t\t\t<img decoding=\"async\" width=\"673\" height=\"400\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/06\/Capture-decran-2023-06-09-115933.png\" class=\"attachment-large size-large wp-image-168562\" alt=\"CI_CD_1\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/06\/Capture-decran-2023-06-09-115933.png 673w, https:\/\/datascientest.com\/en\/files\/2023\/06\/Capture-decran-2023-06-09-115933-300x178.png 300w\" sizes=\"(max-width: 673px) 100vw, 673px\" \/>\t\t\t\t\t\t\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-99faaab elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"99faaab\" 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-md\" href=\"https:\/\/datascientest.com\/en\/data-engineer-course\">\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 to handle CI\/CD principles<\/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-a1672cf e-flex e-con-boxed e-con\" data-id=\"a1672cf\" 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-880cd7b elementor-widget elementor-widget-heading\" data-id=\"880cd7b\" 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 does CD work?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60ec169 elementor-widget elementor-widget-text-editor\" data-id=\"60ec169\" 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><span style=\"font-weight: 400;\">Continuous Delivery automates the &#8220;push&#8221; of applications to delivery environments. Tools such as Jenkins, CircleCI, AWS CodeBuild, Azure DevOps, or Atlassian Bamboo automate the testing and evaluation of application changes.<\/span><\/p><p><span style=\"font-weight: 400;\">Typically, the <\/span><b>Continuous Delivery pipeline<\/b><span style=\"font-weight: 400;\"> is broken down into build, test, and deployment stages. Additional steps can be added, such as extracting code from the version control folder, transferring code, pushing application components to the appropriate services, or <\/span><b>continuous testing<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">In <\/span><b>Cloud environments<\/b><span style=\"font-weight: 400;\">, CI\/CD pipelines also make use of software containers like <\/span><a href=\"https:\/\/datascientest.com\/en\/docker-definition-and-tutorial\"><span style=\"font-weight: 400;\">Docker <\/span><\/a><span style=\"font-weight: 400;\">and orchestration systems like <\/span><b>Kubernetes<\/b><span style=\"font-weight: 400;\">. <\/span><b>Serverless architectures<\/b><span style=\"font-weight: 400;\"> are also widely used and involve letting the Cloud service provider manage the infrastructure. The application consumes resources according to its needs.<\/span><\/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-bddbfed e-flex e-con-boxed e-con\" data-id=\"bddbfed\" 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-66374c9 elementor-widget elementor-widget-heading\" data-id=\"66374c9\" 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 are the advantages of CI \/ CD?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c554e8 elementor-widget elementor-widget-text-editor\" data-id=\"9c554e8\" 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><span style=\"font-weight: 400;\">Continuous integration and delivery mean greater collaboration and productivity. Code quality is improved thanks to better control, and the quality of the final software is also enhanced.<\/span><\/p><p><span style=\"font-weight: 400;\">In addition, CI\/CD pipelines enable companies to frequently enhance their applications while relying on a <\/span><b>reliable delivery process<\/b><span style=\"font-weight: 400;\">. Standardized builds, testing, and automated deployment let teams focus on improving applications rather than on technical details.<\/span><\/p><p><span style=\"font-weight: 400;\">This practice is ideal for the <\/span><b>DevOps method<\/b><span style=\"font-weight: 400;\">, as it avoids misalignment between developers wishing to push code too frequently and ops teams seeking application stability. Automation enables code changes to be pushed more frequently, while <\/span><b>standardized configurations<\/b><span style=\"font-weight: 400;\"> and continuous testing improve stability.<\/span><\/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-54741e9 e-flex e-con-boxed e-con\" data-id=\"54741e9\" 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-aff4815 elementor-widget elementor-widget-heading\" data-id=\"aff4815\" 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\">CI \/ CD and Data Science<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0872a5 elementor-widget elementor-widget-text-editor\" data-id=\"d0872a5\" 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><span style=\"font-weight: 400;\">As in software development, CI\/CD is used in <\/span><a href=\"https:\/\/datascientest.com\/en\/data-science-definition-issues-and-use-cases\"><span style=\"font-weight: 400;\">Data Science<\/span><\/a><span style=\"font-weight: 400;\"> to transfer data to production. This approach enables automatic deployment.<\/span><\/p><p><span style=\"font-weight: 400;\">Data Science processes are built by different experts working together, such as Data Engineers, Machine Learning experts, and visualization specialists. They involve applying <\/span><a href=\"https:\/\/datascientest.com\/en\/machine-learning-what-is-it-and-why-does-it-change-the-world\"><span style=\"font-weight: 400;\">Machine Learning algorithms<\/span><\/a><span style=\"font-weight: 400;\"> to data.<\/span><\/p><p><span style=\"font-weight: 400;\">In this field, integration generally involves assembling the underlying parts. This ensures that the libraries of a specific toolkit or the correct versions of a module are included in the final data science process.<\/span><\/p><p><span style=\"font-weight: 400;\">During development, functions are generated and the model is trained. During integration, the <\/span><b>optimized function generation process<\/b><span style=\"font-weight: 400;\"> is combined with the trained model. Integration also includes the production process.<\/span><\/p><p><span style=\"font-weight: 400;\">Continuous deployment in Data Science is similar to that in <\/span><b>software development<\/b><span style=\"font-weight: 400;\"> and consists of automatically replacing an existing application or API. This includes the ability to restore a previous version in the event of a problem during production.<\/span><\/p><p><span style=\"font-weight: 400;\">During the Data Science production process, model performance must be continuously monitored. Change detection is crucial, and must be ensured by mechanisms. Models can then be automatically re-trained and redeployed, while the Data Science team can be alerted to create a new process.<\/span><\/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-d57704b e-flex e-con-boxed e-con\" data-id=\"d57704b\" 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-81c30e7 elementor-widget elementor-widget-heading\" data-id=\"81c30e7\" 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\">Git and GitHub<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7956845 elementor-widget elementor-widget-text-editor\" data-id=\"7956845\" 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><span style=\"font-weight: 400;\">Version control is at the heart of the CI \/ CD approach. It consists of saving any changes made to a software development or <\/span><b>Data Science project<\/b><span style=\"font-weight: 400;\"> so that you can go back in time in the event of an error or problem. It is always possible to restore a previous version.<\/span><\/p><p><span style=\"font-weight: 400;\">Developed in 2005,<\/span><b> Git <\/b><span style=\"font-weight: 400;\">is an extremely popular version <\/span><b>control system<\/b><span style=\"font-weight: 400;\">. Installed and maintained on a local system, it enables versions to be saved without the need for Internet access.<\/span><\/p><p><span style=\"font-weight: 400;\">The system stands out for its responsiveness, ease of use, and free price. It works particularly well with text files such as <\/span><b>computer code<\/b><span style=\"font-weight: 400;\">. Its real strength, however, lies in its branching model, enabling independent local branches to be created within the code. This makes it possible to test new ideas without necessarily putting them into production.<\/span><\/p><p><span style=\"font-weight: 400;\">The <\/span><a href=\"https:\/\/datascientest.com\/en\/github-what-is-it\"><span style=\"font-weight: 400;\">GitHub code hosting<\/span><\/a><span style=\"font-weight: 400;\"> and repository service enables Git version control projects to be shared online, beyond the local computer or server. The service is entirely cloud-based.<\/span><\/p><p><span style=\"font-weight: 400;\">GitHub&#8217;s graphical user interface is extremely intuitive and offers native task management and control tools for programmers. A marketplace enables additional functionalities to be implemented.<\/span><\/p><p><span style=\"font-weight: 400;\">The GitHub service lets you <\/span><b>share code and collaborate with other users<\/b><span style=\"font-weight: 400;\"> on the same software or data science project. Each change introduced creates a new branch, so each team member can work simultaneously without interfering with the progress of others.<\/span><\/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-4263e89 elementor-widget elementor-widget-image\" data-id=\"4263e89\" 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\t\t\t<img decoding=\"async\" width=\"800\" height=\"383\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/06\/Data_engineer_training-1024x490.png\" class=\"attachment-large size-large wp-image-168564\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/06\/Data_engineer_training-1024x490.png 1024w, https:\/\/datascientest.com\/en\/files\/2023\/06\/Data_engineer_training-300x144.png 300w, https:\/\/datascientest.com\/en\/files\/2023\/06\/Data_engineer_training-768x367.png 768w, https:\/\/datascientest.com\/en\/files\/2023\/06\/Data_engineer_training.png 1271w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\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-a0ef40c e-flex e-con-boxed e-con\" data-id=\"a0ef40c\" 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-11b2643 elementor-widget elementor-widget-heading\" data-id=\"11b2643\" 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 can I learn about CI \/ CD?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6beb23b elementor-widget elementor-widget-text-editor\" data-id=\"6beb23b\" 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><span style=\"font-weight: 400;\">Continuous integration and continuous delivery are now widely used in business, for software development or Data Science. It&#8217;s a highly sought-after business skill. To master CI \/ CD, you can choose DataScientest.<\/span><\/p><p><a href=\"https:\/\/datascientest.com\/en\/data-engineer-course\"><span style=\"font-weight: 400;\">Our Data Engineer course<\/span><\/a><span style=\"font-weight: 400;\"> includes a CI \/ CD module covering Git, GitHub, and quality assurance. Other modules cover Python programming, databases, data science, Big Data, automation, and deployment.<\/span><\/p><p><span style=\"font-weight: 400;\">Upon completion of the program, you will have all the skills required to become a Data Engineer. You&#8217;ll be able to store, transform and transmit large volumes of data, deploy <\/span><a href=\"https:\/\/datascientest.com\/en\/machine-learning-what-is-it-and-why-does-it-change-the-world\"><span style=\"font-weight: 400;\">Machine Learning models<\/span><\/a><span style=\"font-weight: 400;\"> for production use, and create streaming data processing pipelines.<\/span><\/p><p><span style=\"font-weight: 400;\">This distance learning course can be completed in a 9-month Continuing Education program, or an intensive 11-week BootCamp mode. Our <\/span><a href=\"https:\/\/datascientest.com\/en\/blended-learning-the-new-successful-training-method\"><span style=\"font-weight: 400;\">Blended Learning approach<\/span><\/a><span style=\"font-weight: 400;\"> combines individual coaching on our online platform and Masterclass.<\/span><\/p><p><span style=\"font-weight: 400;\">Finishing this training leads to a <\/span><b>certificate issued by the University Paris La Sorbonne<\/b><span style=\"font-weight: 400;\"> as part of our partnership. 80% of our alumni have found immediate employment.<\/span><\/p><p><span style=\"font-weight: 400;\">This training is accessible with a Bac+3 in mathematics or Bac+5 in science, as well as an understanding of <\/span><a href=\"https:\/\/datascientest.com\/en\/sql-learn-all-about-the-programming-language-for-databases\"><span style=\"font-weight: 400;\">SQL language<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a href=\"https:\/\/datascientest.com\/en\/linux-the-preferred-os-for-developers\"><span style=\"font-weight: 400;\">Linux systems<\/span><\/a><span style=\"font-weight: 400;\">. As far as financing is concerned, all our training courses are eligible for the CPF. 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