{"id":2591,"date":"2026-06-30T07:21:24","date_gmt":"2026-06-30T07:21:24","guid":{"rendered":"https:\/\/academy.xebia.com\/in\/?post_type=course&#038;p=2591"},"modified":"2026-07-23T13:19:20","modified_gmt":"2026-07-23T13:19:20","slug":"production-ready-python-for-machine-learning","status":"publish","type":"course","link":"https:\/\/academy.xebia.com\/in\/training\/production-ready-python-for-machine-learning\/","title":{"rendered":"Production Ready Machine Learning"},"content":{"rendered":"\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"4718470a\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-group-hero js-group-hero\" data-id=\"359719ff\">\n\t\t<div class=\"block-group-hero__background\">\n\t\t<div class=\"hero-theme block-group-hero__hero-theme\" data-id=\"5546355c\">\n\t\n\t<div class=\"hero-theme__background\">\n\t\t\t\t\t<div class=\"hero-theme__background--data-white\">\n\t\t\t\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='46' height='55' viewBox='0 0 46 55' fill='none'><ellipse cx='23' cy='36.7998' rx='22.5' ry='18' fill='url(#d735639f-d453-471a-801b-0657b2eb7a67)'\/><ellipse cx='23' cy='18.7998' rx='22.5' ry='18' fill='url(#4c1d66b0-2ce8-4afa-9d6a-39f96de62a0f)'\/><path fill-rule='evenodd' clip-rule='evenodd' d='M3.51 27.8c3.891-5.38 11.162-9 19.49-9 8.329 0 15.6 3.62 19.49 9-3.89 5.38-11.161 9-19.49 9-8.328 0-15.599-3.62-19.49-9Z' fill='url(#49b6e6d5-70ad-4f46-bf58-c0f7e50be95b)'\/><defs><linearGradient id='d735639f-d453-471a-801b-0657b2eb7a67' x1='23' y1='18.7998' x2='23' y2='54.7998' gradientUnits='userSpaceOnUse'><stop stop-color='#F3F3F3' stop-opacity='0.5'\/><stop offset='1' stop-color='#84117C'\/><\/linearGradient><linearGradient id='4c1d66b0-2ce8-4afa-9d6a-39f96de62a0f' x1='23' y1='0.799805' x2='23' y2='36.7998' gradientUnits='userSpaceOnUse'><stop stop-color='#F3F3F3' stop-opacity='0.5'\/><stop offset='1' stop-color='#84117C'\/><\/linearGradient><linearGradient id='49b6e6d5-70ad-4f46-bf58-c0f7e50be95b' x1='23.0006' y1='18.7998' x2='23.0006' y2='36.7998' gradientUnits='userSpaceOnUse'><stop stop-color='#84117C'\/><stop offset='0.9999' stop-color='#A80C9E'\/><stop offset='1' stop-color='#84117C' stop-opacity='0'\/><\/linearGradient><\/defs><\/svg>\t\t\t<\/div>\n\t\t\n\t<\/div>\n<\/div>\t<\/div>\n\t<div class=\"block-group-hero__content\">\n\t\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"4c7c78f5\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-course-hero\">\n\t<div class=\"block-course-hero__row\">\n\t\t<div class=\"block-course-hero block-course-hero__title\">\n\t\t\t<div class=\"block-course-hero__title-container\">\n\t\t\t\t<h1\tclass=\"heading\"\n\tdata-id=\"1fd07c29\"\n>\n\t<strong><strong><strong><strong><strong><strong><strong><strong><strong>Production Ready Machine Learning<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/h1>\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"block-course-hero__row\">\n\t\t<div class=\"block-course-hero\">\n\t\t\t<div class=\"block-course-hero__content\">\n\t\t\t\t<p class=\"block-course-hero__date-location\">\n\t\t\t\t\t<span data-training-meta-p-date>\n\t\t\t\t\t<\/span>   <span data-training-meta-p-address>\t\t\t\t\t<\/span>\n\t\t\t\t<\/p>\n\t\t\t\t<div class=\"course-tags block-course-hero__course-tags\" data-id=\"706325f9\">\n\t<div class=\"tags course-tags__tags js-tags\">\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tData And AI\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tData Engineering\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tData Science\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tMachine Learning\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tPython\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Development\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag tags__tag-dark js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Testing\t\t\t<\/span>\n\t\t<\/div>\n\n\t\t<button\tclass=\"btn tags__show-more js-tags-show-more\"\n\tdata-id=\"b0aada15\">\n\t<i class=\"icon btn__show-more\" data-id=\"6e5e1fd1\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' fill='none' viewBox='0 0 25 24'><path stroke='currentColor' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='M7 12h10M12 7v10'\/><\/svg><\/i>\n\t\n\t<\/button>\t<div class=\"tags__tippy-template js-tags-tippy-template\">\n\t\t<div class=\"tags__head\">\n\t\t\t<span><\/span>\n\t\t\t<button\tclass=\"btn tags__close js-tags-close\"\n\tdata-id=\"7d10db7b\">\n\t<i class=\"icon btn__close\" data-id=\"4bf5d8de\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>\n\t\n\t<\/button>\t\t<\/div>\n\t<\/div>\n<\/div><\/div><p class=\"paragraph block-course-hero__description\" data-id=\"c522eb3d\">\n\tThis practical three-day training will give you the skills to bring your machine-learning models into production. We will teach you how to go from notebooks to packages. You will learn best practices for managing your code, including advanced Python features that help Data and Machine Learning (ML) Engineers make sure their code is readable, maintainable, and scalable.<br><br><\/p>\t\t\t\t<div class=\"block-course-hero__trainers-list\" aria-hidden=\"true\">\n\t\t\t\t\t<a href=\"https:\/\/example.com\" class=\"author-meta block-course-hero__author-meta author-meta__make-flex author-meta__link author-meta__make-flex\" rel=\"nofollow noopener\" target=\"_blank\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"fee7b6a2\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"https:\/\/example.com\"\n\t\talt=\"\"\n\t\tclass=\"image__img author-meta__image-img\"\n\t\/>\n<\/picture><h2\tclass=\"heading author-meta__heading\"\n\tdata-id=\"265768e8\"\n>\n\tTrainer Title<\/h2>\t<\/a>\t\t\t\t<\/div>\n\t\t\t\t<div\n\t\t\t\t\tclass=\"block-course-hero__review-widget block-course-hero__review-widget-spacing\"\n\t\t\t\t\taria-hidden=\"true\">\n\t\t\t\t\t<div class=\"springest-review-widget springest-review-widget-width:300 springest-review-widget-bg:FFFFFF\">\n\t<a href=\"\">\n\t\t\t<\/a>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"block-course-hero__booking-container\">\n\t\t\t\t<div class=\"booking js-booking block-course-hero__booking booking__single-column\" id=\"booking-32a980cc\" data-id=\"32a980cc\">\n\t\t<div class=\"booking__info\">\n\t\t<h2\tclass=\"heading booking__heading\"\n\tdata-id=\"c76cd754\"\n>\n\t<strong>Looking to upskill your team(s) or organization?<\/strong><\/h2><p class=\"paragraph booking__paragraph\" data-id=\"d6124e9e\">\n\tSurat will gladly help you further with any personal or in-company needs you might have.<\/p><div class=\"author-meta booking__author-meta\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"29d30baf\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/sites\/20\/2026\/01\/Surat-Wahal-1-150x150.jpeg\"\n\t\talt=\"\"\n\t\tclass=\"image__img author-meta__image-img\"\n\t\/>\n<\/picture>\t\t<h2\tclass=\"heading author-meta__heading\"\n\tdata-id=\"79ac7114\"\n>\n\tSurat Wahal<br>Training Advisor<\/h2>\t\t<p class=\"paragraph author-meta__paragraph\" data-id=\"4d2e10b5\">\n\t<br><a href=\"tel:+919999644790\">+919999644790<\/a><br><br><a href=\"mailto:Surat.wahal@xebia.com\">Surat.wahal@xebia.com<\/a><br><a href=\"https:\/\/linkedin.com\/in\/surat-wahal-12996513\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/linkedin.com\/in\/surat-wahal-12996513<\/a><\/p>\t<\/div><a class=\"btn booking__contact\" title=\"Get in touch\" data-id=\"a4b93e24\" href=\"https:\/\/academy.xebia.com\/contact\/\">\n\t\n\t\t\t<span>Get in touch<\/span>\n\t\n\t<\/a>\t<\/div>\n<\/div>\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"975fedca\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-course-stats\" \n\tdata-id=\"a16fc169\" \n\taria-hidden=\"1\"\n\t>\n\t\n\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"bd0ec844\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-columns\" data-id=\"f2158788\">\n\t\n\n<div class=\"block-column\" data-id=\"0f101a0c\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"44f11398\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-heading\" data-id=\"e36c22a8\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"ee3cb933\"\n>\n\tWhat will you learn?<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"f2235528\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-bullet-list\">\n\t\t\t<p class=\"paragraph block-bullet-list__paragraph\" data-id=\"0169d7eb\">\n\tAfter the training, you will be able to:<\/p>\t<div class=\"block-bullet-list__columns\">\n\t\t\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"c84f772d\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"a85a60a0\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"3d483bea\">\n\tExplain what it means for a project to be <em>production-ready<\/em><\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"5c0f710f\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"bf9439dd\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"0d1c96ff\">\n\tWrite robust Python code that is easy to extend, debug, monitor and test<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"8710fd8c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"ff9e2be2\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"496be46c\">\n\tStructure your machine learning projects as high-quality Python packages with <em>uv<\/em> that makes them easy to share, collaborate and deploy<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"264bf425\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"c1466f86\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"3771f751\">\n\tServe your models with APIs and CLIs<\/p><\/div>\n\n\t<\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"6113e35b\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-columns\" data-id=\"36a5952c\">\n\t\n\n<div class=\"block-column\" data-id=\"8a7d73da\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"beb13218\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-heading\" data-id=\"5707e6ef\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"ca4da362\"\n>\n\tProgram<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"7b7bdc79\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-paragraph\" data-id=\"6dce4d07\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"6936a87f\">\n\tThis training combines conceptual explanations, practical exercises, and a capstone project, which touch upon the most relevant aspects of <em>production-ready<\/em> applications. If you follow this training, you will learn in a very interactive setting the most modern approaches and best practices to develop machine learning code in a robust, safe, scalable, and easy-to-maintain way.\u00a0<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"88b75a5e\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"4f7aff0c\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div\n\tclass=\"block-accordion js-block-accordion\"\n\tdata-close-adjacent=\"false\"\n>\n\t\t\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"true\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Day 1\" \n\t\taria-controls=\"dc1d660a\" \n\t\taria-expanded=\"true\" \n\t\tid=\"99b15df3\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"645f8ea9\"\n>\n\tDay 1<\/h2>\t\t\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"f028518f\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"false\" \n\t\taria-labelledby=\"99b15df3\" \n\t\tid=\"dc1d660a\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"9dac8243\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-lists\" data-id=\"d22220c1\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"fcebadae\"\n>\n\t<li>What is production-ready code?<\/li><li>Best practices for code organization: going from jupyter notebooks to using and developing packages with <em>uv<\/em><\/li><li>Writing high quality code and implementing automatic quality checks with <em>ruff<\/em>, <em>mypy <\/em>and <em>pre-commit<\/em><\/li><li>Object-oriented programming (OOP) in python<\/li><\/ul><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Day 2\" \n\t\taria-controls=\"daf238bc\" \n\t\taria-expanded=\"false\" \n\t\tid=\"33e5e7a3\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"6874c2ed\"\n>\n\tDay 2<\/h2>\t\t\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"32b949b7\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"33e5e7a3\" \n\t\tid=\"daf238bc\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"135263b5\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-lists\" data-id=\"03ff9621\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"03e0a1ad\"\n>\n\t<li>Advanced python design patterns: decorators, context managers, generators<\/li><li>Logging best practices<\/li><li>Testing software in a machine learning context with <em>pytest<\/em><\/li><\/ul><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Day 3\" \n\t\taria-controls=\"e6ec4784\" \n\t\taria-expanded=\"false\" \n\t\tid=\"f32f081f\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"7b067f6e\"\n>\n\tDay 3<\/h2>\t\t\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"796ec68b\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"f32f081f\" \n\t\tid=\"e6ec4784\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"56935256\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-lists\" data-id=\"594e33a5\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"bb88f1c4\"\n>\n\t<li>Writing command line interfaces (CLIs) to use your packages interactively with <em>typer<\/em><\/li><li>Serving your package as a RESTful API with <em>FastAPI<\/em><\/li><li>Data-validation with <em>pydantic<\/em><\/li><li>Final hackathon<\/li><\/ul><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"ebe43f95\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-columns\" data-id=\"515ae1c2\">\n\t\n\n<div class=\"block-column\" data-id=\"4e720346\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"0f1d77ed\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-heading\" data-id=\"b27e3881\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"f503fac9\"\n>\n\tThis training is for you if:<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"e4a36b63\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-bullet-list\">\n\t\t\t\t<div class=\"block-bullet-list__columns\">\n\t\t\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"b3ababde\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"f09280c7\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"6bd8c15a\">\n\tYou want to know how to refactor code from notebooks into mature Python packages<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"66205ee6\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"9f672cdb\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"04272d22\">\n\tYou want to enhance the quality of your code and use current industry-standard tools<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"d541005c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"7cbb815d\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"0ca160f8\">\n\tYou want to be able to collaborate better on projects with your colleagues<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"4406c395\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"de99dd88\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' fill='currentColor' viewBox='0 0 16 16'><path d='M10.97 4.97a.75.75 0 0 1 1.07 1.05l-3.99 4.99a.75.75 0 0 1-1.08.02L4.324 8.384a.75.75 0 1 1 1.06-1.06l2.094 2.093 3.473-4.425a.267.267 0 0 1 .02-.022z'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"66fb9456\">\n\t<p data-pm-slice=\"1 1 [&quot;bulletList&quot;,null,&quot;listItem&quot;,null]\">You are a Data Scientist, Analyst or Engineer and spend your working hours developing Python-based solutions<\/p><\/p><\/div>\n\n\t<\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"5a0d96fb\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"573a08c1\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-heading\" data-id=\"16351658\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"3d94b688\"\n>\n\tThis training is not for you if:<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"9252d4e1\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-bullet-list\">\n\t\t\t\t<div class=\"block-bullet-list__columns\">\n\t\t\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"2f31ab21\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"f5bae585\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"7c57d1dd\">\n\tYou don&#8217;t have basic Python experience, which is required (check out our <a href=\"https:\/\/academy.xebia.com\/training\/python-for-data-analysis\/\">Python for Data Analysis<\/a>  course instead)<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"713628c6\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"cbce4324\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"8dc69216\">\n\tYou have never used Git or you have never used a shell\/terminal before.<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"6978d980\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"1dd70989\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"d21172d3\">\n\tYou are looking to enhance your machine learning knowledge (check out the <a href=\"https:\/\/academy.xebia.com\/training\/data-science-with-python\/\">Certified Data Science with Python<\/a> or the <a href=\"https:\/\/academy.xebia.com\/training\/advanced-data-science-with-python\/\">Advanced Data Science with Python<\/a> trainings)<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"08a10cd8\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"2d287f0b\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"2fee8ca1\">\n\tYou want to study in-depth about data pipelines or about deploying on specific cloud environments (check out the <a href=\"https:\/\/academy.xebia.com\/training\/machine-learning-system-design\/\">ML System Design<\/a> or <a href=\"https:\/\/academy.xebia.com\/training\/?q=mlops&amp;sort=relevant\">MLOps<\/a> trainings)<\/p><\/div>\n\n\t<\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"9619735f\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div\n\tdata-id=\"12ff4289\"\n\tclass=\"block-course-list js-block-course-list js-block-course-list-12ff4289\"\n\t>\n\t<h2\tclass=\"heading block-course-list__heading\"\n\tdata-id=\"9f1ef8f1\"\n>\n\tAlso interesting for you<\/h2><a class=\"btn block-course-list__btn\" title=\"View all training courses\" data-id=\"febd5002\" href=\"https:\/\/academy.xebia.com\/in\/training\/\">\n\t\n\t\t\t<span>View all training courses<\/span>\n\t\n\t<\/a>\n\t<div class=\"block-course-list__slider-wrapper\">\n\t\t<div class=\"block-course-list__slider\">\n\t\t\t<div\n\t\t\t\tclass=\"block-course-list__swiper js-block-course-list-swiper swiper\"\n\t\t\t\tdata-allow-keyboard-controls=\"1\"\n\t\t\t>\n\t\t\t\t<div class=\"swiper-wrapper block-course-list__swiper-wrapper\">\n\t\t\t\t\t<div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"596f2d87\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Microsoft Azure Database Administrator Associate Training (DP-300)\" data-id=\"b8bfd7d6\" href=\"https:\/\/academy.xebia.com\/in\/training\/microsoft-azure-database-administrator-associate-training-dp-300\/\">\n\t\n\t\t\t<span>Microsoft Azure Database Administrator Associate Training (DP-300)<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View training\" data-id=\"8766be0a\" href=\"https:\/\/academy.xebia.com\/in\/training\/microsoft-azure-database-administrator-associate-training-dp-300\/\">\n\t\n\t\t\t<span>View training<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div><div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"2aa9d7cf\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Production Ready Machine Learning\" data-id=\"41f8bedc\" href=\"https:\/\/academy.xebia.com\/in\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>Production Ready Machine Learning<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t<div class=\"tags course-list-item__tags js-tags\">\n\t\n\t\t<div class=\"tags__tag tags__featured js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tData and AI\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tData Engineering\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tData Science\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tMachine Learning\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tPython\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Development\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Testing\t\t\t<\/span>\n\t\t<\/div>\n\n\t\t<button\tclass=\"btn tags__show-more js-tags-show-more\"\n\tdata-id=\"b98b1ec0\">\n\t<i class=\"icon btn__show-more\" data-id=\"85512530\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' fill='none' viewBox='0 0 25 24'><path stroke='currentColor' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='M7 12h10M12 7v10'\/><\/svg><\/i>\n\t\n\t<\/button>\t<div class=\"tags__tippy-template js-tags-tippy-template\">\n\t\t<div class=\"tags__head\">\n\t\t\t<span><\/span>\n\t\t\t<button\tclass=\"btn tags__close js-tags-close\"\n\tdata-id=\"a497194a\">\n\t<i class=\"icon btn__close\" data-id=\"268adaa5\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>\n\t\n\t<\/button>\t\t<\/div>\n\t<\/div>\n<\/div>\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View training\" data-id=\"b52dcf6f\" href=\"https:\/\/academy.xebia.com\/in\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>View training<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div><div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"f3e9b2d9\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Geert van der Cruijsen\" data-id=\"0e3f2e67\" href=\"https:\/\/academy.xebia.com\/in\/trainer\/geert-van-der-cruijsen\/\">\n\t\n\t\t\t<span>Geert van der Cruijsen<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View training\" data-id=\"20ca1504\" href=\"https:\/\/academy.xebia.com\/in\/trainer\/geert-van-der-cruijsen\/\">\n\t\n\t\t\t<span>View training<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div><div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"936e0e84\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Riccardo Corradin\" data-id=\"f82f2dd8\" href=\"https:\/\/academy.xebia.com\/in\/?p=791\">\n\t\n\t\t\t<span>Riccardo Corradin<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View training\" data-id=\"8ed2cab1\" href=\"https:\/\/academy.xebia.com\/in\/?p=791\">\n\t\n\t\t\t<span>View training<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div><div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"b0fd0fda\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Production Ready Machine Learning\" data-id=\"883f383a\" href=\"https:\/\/academy.xebia.com\/in\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>Production Ready Machine Learning<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t<div class=\"tags course-list-item__tags js-tags\">\n\t\n\t\t<div class=\"tags__tag tags__featured js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tData and AI\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tData Engineering\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tData Science\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tMachine Learning\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tPython\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Development\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\tSoftware Testing\t\t\t<\/span>\n\t\t<\/div>\n\n\t\t<button\tclass=\"btn tags__show-more js-tags-show-more\"\n\tdata-id=\"5042e32f\">\n\t<i class=\"icon btn__show-more\" data-id=\"523f613a\"  aria-hidden=\"true\">\n\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' fill='none' viewBox='0 0 25 24'><path stroke='currentColor' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='M7 12h10M12 7v10'\/><\/svg><\/i>\n\t\n\t<\/button>\t<div class=\"tags__tippy-template js-tags-tippy-template\">\n\t\t<div class=\"tags__head\">\n\t\t\t<span><\/span>\n\t\t\t<button\tclass=\"btn tags__close js-tags-close\"\n\tdata-id=\"83a07c70\">\n\t<i class=\"icon btn__close\" data-id=\"5479b717\"  aria-hidden=\"true\">\n\t<svg width='20' height='20' viewBox='0 0 20 20' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M15 5L5.00103 14.999' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M15 14.998L5.00103 4.99907' stroke='#6A1D57' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>\n\t\n\t<\/button>\t\t<\/div>\n\t<\/div>\n<\/div>\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View training\" data-id=\"263ab942\" href=\"https:\/\/academy.xebia.com\/in\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>View training<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div><div class=\"course-list-item swiper-slide js-tippy-container-isolated\" data-id=\"4d729f4d\">\n\t<h2\tclass=\"heading course-list-item__heading\"\n\tdata-id=\"231a36ee\"\n>\n\tCan\u2019t find the course you\u2019re looking for? There\u2019s more!<\/h2>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t\t\t\t<div class=\"course-list-item__date\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"View all courses\" data-id=\"8a9a943b\" href=\"https:\/\/academy.xebia.com\/in\/training\/\">\n\t\n\t\t\t<span>View all courses<\/span>\n\t\n\t<\/a>\t<\/div>\n\n<\/div>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"block-course-list__controls swiper-pagination\"><\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"9825e02c\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-heading\" data-id=\"daf3db04\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"e4ba6c5e\"\n>\n\tFrequently Asked Questions<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"fa254f3a\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div\n\tclass=\"block-accordion js-block-accordion\"\n\tdata-close-adjacent=\"false\"\n>\n\t\t\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: Who is the Production-Ready Machine Learning With Python training designed for?\" \n\t\taria-controls=\"a3d8c55e\" \n\t\taria-expanded=\"false\" \n\t\tid=\"5c737b78\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"6609d9c2\"\n>\n\tQ: Who is the Production-Ready Machine Learning With Python training designed for?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"37bb84a1\">\n\t1.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"14f50612\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"5c737b78\" \n\t\tid=\"a3d8c55e\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: This training is ideal for Data Scientists, Data Analysts, and Engineers who are developing Python-based machine learning solutions and want to learn how to refactor their code from notebooks into mature, high-quality Python packages suitable for production. It&#8217;s for those aiming to enhance code quality, leverage industry-standard tools, and improve project collaboration.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: What are the prerequisites for attending this course?\" \n\t\taria-controls=\"d85a136f\" \n\t\taria-expanded=\"false\" \n\t\tid=\"a299fd90\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"660a0601\"\n>\n\tQ: What are the prerequisites for attending this course?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"ceda8afa\">\n\t2.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"df076864\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"a299fd90\" \n\t\tid=\"d85a136f\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: Participants are required to have basic Python experience, familiarity with Git, and experience using a shell\/terminal. This course is not suitable for Python beginners, or those primarily looking to enhance their fundamental machine learning knowledge, or study in-depth about data pipelines or specific cloud deployments.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: What specific skills will I gain from this training?\" \n\t\taria-controls=\"58754f68\" \n\t\taria-expanded=\"false\" \n\t\tid=\"eafc506c\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"93df9708\"\n>\n\tQ: What specific skills will I gain from this training?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"8686e5ff\">\n\t3.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"1979c870\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"eafc506c\" \n\t\tid=\"58754f68\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: After the training, you will be able to understand what makes a project &#8216;production-ready,&#8217; write robust Python code that is easy to extend, debug, monitor, and test, and structure your machine learning projects as high-quality Python packages using Poetry. You will also learn to serve your models with APIs (FastAPI) and CLIs (Typer), and implement data validation with Pydantic.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: How much does the Production-Ready Machine Learning With Python training cost?\" \n\t\taria-controls=\"35a47600\" \n\t\taria-expanded=\"false\" \n\t\tid=\"6fbe81ef\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"de98697e\"\n>\n\tQ: How much does the Production-Ready Machine Learning With Python training cost?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"f0e36eb4\">\n\t4.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"1c107908\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"6fbe81ef\" \n\t\tid=\"35a47600\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: The standard price for the 3-day training is \u20ac2175,- (excluding VAT). A special Summer School discount may be available for specific dates, reducing the price to \u20ac1522,- (excluding VAT).<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: Is a certification provided upon completion of the course?\" \n\t\taria-controls=\"f9caad11\" \n\t\taria-expanded=\"false\" \n\t\tid=\"23503542\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"5166ead6\"\n>\n\tQ: Is a certification provided upon completion of the course?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"6e691127\">\n\t5.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"5e2d096b\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"23503542\" \n\t\tid=\"f9caad11\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: No, this training does not include a certification upon completion.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: Can this training be delivered for my team or organization?\" \n\t\taria-controls=\"fb5b2c74\" \n\t\taria-expanded=\"false\" \n\t\tid=\"8b81de5a\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"84589f45\"\n>\n\tQ: Can this training be delivered for my team or organization?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"74bc0a11\">\n\t6.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"f8a7af25\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"8b81de5a\" \n\t\tid=\"fb5b2c74\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: Yes, Xebia Academy offers custom training solutions specifically tailored for teams and organizations. You can contact Rozaliia Khafizova, the Data and AI Training Advisor, to discuss your specific needs for an in-company program.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Q: Who are the instructors for this Production-Ready Machine Learning course?\" \n\t\taria-controls=\"4dcd1c78\" \n\t\taria-expanded=\"false\" \n\t\tid=\"6372e88e\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"68e2a576\"\n>\n\tQ: Who are the instructors for this Production-Ready Machine Learning course?<\/h2>\t\t<p class=\"paragraph block-accordion-item__subheading\" data-id=\"0b9a94b8\">\n\t7.<\/p>\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"f8cc0d76\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"6372e88e\" \n\t\tid=\"4dcd1c78\"\n\t>\n\t\t<div class=\"block-accordion-item__content\">\n\t\t\t\n\n<p>A: The training is led by experienced consultants and educators such as David Coba, who specializes in applying software engineering best practices to data products, and Enrico Erler, a data science trainer with expertise in Deep Learning and Statistics.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":134,"featured_media":0,"template":"","tags":[13,22,18,27,19,24,28],"class_list":["post-2591","course","type-course","status-publish","hentry","tag-data-and-ai","tag-data-engineering","tag-data-science","tag-machine-learning","tag-python","tag-software-development","tag-software-testing"],"acf":{"field_BrokersfeedIntroduction":"","field_BrokersfeedDescription":"","field_BrokersfeedFormat":"","field_BrokersfeedSubjects":"","field_BrokersfeedTakeaways":"","field_BrokersfeedTargetAudience":"","field_BrokersfeedPrerequisites":"","field_BrokersfeedCertificationValue":"","field_BrokersfeedNextSteps":"","field_BrokersfeedBanner":"","course_xebia_event_ids":"","course_xebia_event_group_id":"","course_xebia_discipline":198,"course_xebia_sorting_order":5},"raw_content":null,"_links":{"self":[{"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/courses\/2591","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/types\/course"}],"author":[{"embeddable":true,"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/users\/134"}],"version-history":[{"count":1,"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/courses\/2591\/revisions"}],"predecessor-version":[{"id":2592,"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/courses\/2591\/revisions\/2592"}],"acf:post":[{"embeddable":true,"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/disciplines\/198"}],"wp:attachment":[{"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/media?parent=2591"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/academy.xebia.com\/in\/wp-json\/wp\/v2\/tags?post=2591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}