{"id":27825,"date":"2023-09-11T19:52:27","date_gmt":"2023-09-11T19:52:27","guid":{"rendered":"https:\/\/xebia.com\/academy\/nl\/training\/verklaarbaarheid-van-machinaal-leren\/"},"modified":"2026-07-29T11:12:30","modified_gmt":"2026-07-29T11:12:30","slug":"machine-learning-explainability","status":"publish","type":"course","link":"https:\/\/academy.xebia.com\/nl\/training\/machine-learning-explainability\/","title":{"rendered":"Machine Learning Explainability\u202f"},"content":{"rendered":"\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"0019510c\" \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=\"edd0845c\">\n\t\t<div class=\"block-group-hero__background\">\n\t\t<div class=\"hero-theme block-group-hero__hero-theme\" data-id=\"ca29bffe\">\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=\"157ff703\" \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=\"42e6df3f\"\n>\n\t<strong><strong>Machine Learning Explainability<\/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>The Netherlands\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=\"3ab38601\">\n\t<div class=\"tags course-tags__tags js-tags\">\n\t\n\t\t<div class=\"tags__tag tags__featured tags__tag-dark js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tData\t\t\t<\/span>\n\t\t<\/div>\n\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\tMachine Learning\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=\"74bc968f\">\n\t<i class=\"icon btn__show-more\" data-id=\"0f66bed4\"  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=\"f6f065d4\">\n\t<i class=\"icon btn__close\" data-id=\"8923d452\"  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=\"634240c2\">\n\tThis one-day training course will help prevent your models from being a black box. It will provide you with a toolbox of Machine-Learning explainability techniques that you can use to explain your models to technical and non-technical people alike. You will also learn when, how, and why you should use the different techniques, and their drawbacks.<\/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=\"ba2f697f\">\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=\"95c4bd07\"\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-6ff33373\" data-id=\"6ff33373\">\n\t\t<div class=\"booking__info\">\n\t\t<h2\tclass=\"heading booking__heading\"\n\tdata-id=\"f91a066b\"\n>\n\t<strong>Looking to upskill your team(s) or organization?<\/strong><\/h2><p class=\"paragraph booking__paragraph\" data-id=\"c50baefd\">\n\tRozaliia will gladly help you further with custom training solutions.<\/p><div class=\"author-meta booking__author-meta\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"a3ac0303\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/academy\/wp-content\/uploads\/sites\/4\/2024\/06\/Roz-1.png\"\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=\"0c1a3484\"\n>\n\t<strong>Rozaliia Khafizova<\/strong><br>Data and AI Training Advisor<\/h2>\t\t<p class=\"paragraph author-meta__paragraph\" data-id=\"f856d44e\">\n\t<a href=\"tel:0031611581937\">+31 6 11 58 19 37<\/a><br><a href=\"mailto:Rozaliia.Khafizova@xebia.com\">Rozaliia.Khafizova@xebia.com<\/a><br><a href=\"https:\/\/nl.linkedin.com\/in\/rozaliya-khafizova-666043177\/en\" rel=\"nofollow noopener\" target=\"_blank\">linkedin.com\/in\/rozaliya-k<\/a><\/p>\t<\/div><a class=\"btn booking__contact\" title=\"Get in touch\" data-id=\"89bfa8f7\" 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=\"7f163e77\" \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=\"c85b8074\" \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=\"962bbc2c\" \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=\"3837601d\">\n\t\n\n<div class=\"block-column\" data-id=\"eca8e3c0\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"80dd29f6\" \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=\"95bdd65e\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"adeca5ce\"\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=\"3fb49f68\" \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=\"c7fac1b0\">\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=\"ad9d187e\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"0ec4a545\"  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=\"74b68730\">\n\tExplain the use cases for model explainability<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"e9c864bd\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"be01013b\"  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=\"8b401b55\">\n\tEvaluate when model explainability is not enough (correlation vs. causality, fairness)<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"30d24dea\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"ec13204f\"  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=\"af4cc3b9\">\n\tCategorize the used methods into sensitivity vs. impact as well as explaining single predictions (local explainability) vs. multiple predictions (global explainability)<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"0c7dd465\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"0cfeef62\"  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=\"b3829c03\">\n\tApply the explainability methods with the provided Python packages<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"d583c3d0\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"64a5da00\"  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=\"67b21a3d\">\n\tSummarize the advantages and disadvantages for each method<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"58592bea\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"3c19e1fa\"  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=\"c2caf16c\">\n\tEvaluate whether a method is appropriate for the business use case<\/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=\"1063febe\" \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=\"1cddffe6\">\n\t\n\n<div class=\"block-column\" data-id=\"a46e9982\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"35518720\" \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=\"a38f6ee9\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"c7281e41\"\n>\n\tProgram<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"93a4d72e\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"ccb7a240\" \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=\"Overview\" \n\t\taria-controls=\"6cd80fa5\" \n\t\taria-expanded=\"true\" \n\t\tid=\"58f61de9\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"ce7be9ef\"\n>\n\tOverview<\/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=\"e5ec8e42\"  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=\"58f61de9\" \n\t\tid=\"6cd80fa5\"\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=\"8c4a39db\" \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=\"2a99665a\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"9cd6c263\"\n>\n\t<li>Introduction to Machine Learning interpretability\/explainability<\/li><li>Example-based explanations<\/li><li>The inherent interpretability of ML models<\/li><li>Ceteris Paribus plots<\/li><li>Break-down Plots for Additive Attributions<\/li><li>(Model-specific &amp; Permutation) Feature importance<\/li><li>Partial dependence plots<\/li><li>Shapley and SHAP values<\/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=\"79a1b4d1\" \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=\"5a2cef02\">\n\t\n\n<div class=\"block-column\" data-id=\"eb8c5f8d\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"6e3eb1da\" \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=\"5b1f3361\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"9a41cc4a\"\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=\"9d503bf6\" \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=\"ffbfa265\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"dc5f067b\"  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=\"daa4c508\">\n\tYou are familiar with Data Science and Machine Learning concepts and can comfortably program in Python<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"65e9a022\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"589e999f\"  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=\"24bfa354\">\n\tYou can already build and train machine learning models using Scikit-Learn<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"66cbfc16\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"4aecd32e\"  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=\"d69d0618\">\n\tYou want to better understand how your Machine Learning models make their predictions<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"0181b1a5\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"da90f1c7\"  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=\"20e81c0f\">\n\tYou understand that your use case could fall under the &#8220;high risk AI applications&#8221; category of the EU AI act and explaining your model will be a must-have in the future.<\/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=\"ade2cd83\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"c1a1f1ae\" \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=\"0e3b1361\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"eeace391\"\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=\"8e6ccf11\" \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=\"94b36828\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"85a9f456\"  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=\"836c5d06\">\n\tYou have never programmed in Python before<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"fa7ae58e\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"8bd958df\"  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=\"3d2bce48\">\n\tYou are unfamiliar with core Machine Learning concepts, such as train-test splits, model training and measuring model performance with metrics<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"88f4e6be\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"44386b63\"  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=\"303300b2\">\n\tYou are only interested in achieving the best performance with your models and not <em>how<\/em> they achieved it<\/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=\"e9862dd7\" \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=\"5bf5183c\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"25f8b63b\"\n>\n\tWhat else should I know?<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"2c968ca2\" \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=\"c07df36f\">\n\t\n\n<div class=\"block-column\" data-id=\"54c04d29\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"c78aa7f5\" \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=\"7ab10798\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"d5948f1b\">\n\tAfter registering for this training, you will receive a confirmation email with practical information. A week before the training, the trainer will get in touch to ask you about any requirements you may have and any pre-course tasks you will need to do.<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"87892125\" \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=\"9809834e\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"c77e9012\">\n\tSee you soon!<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"27087075\" \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=\"3ed7c452\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"440afb25\">\n\t\u00a0\u00a0<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"f96bf6dd\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"1527eb1a\" \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=\"bbb70811\">\n\t<strong>Course Information<\/strong><\/p>\t<div class=\"block-bullet-list__columns\">\n\t\t\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"c2101fa8\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b5fac426\"  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=\"4f13cc77\">\n\tAll literature and course materials are included in the price<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"4d2506fc\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"884d18c6\"  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=\"b75e6827\">\n\tInformation on the software and tooling will be shared before the start date<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"3e82e247\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"5de10b17\"  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=\"e15641ba\">\n\tThis course requires a laptop<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"4d59ad3b\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"3a98168b\"  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=\"a6441713\">\n\tOnline courses are delivered via Zoom or Microsoft Teams<\/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=\"60658c4c\" \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=\"c4801aa5\"\n\tclass=\"block-course-list js-block-course-list js-block-course-list-c4801aa5\"\n\t>\n\t<h2\tclass=\"heading block-course-list__heading\"\n\tdata-id=\"42e3ef3b\"\n>\n\tAlso interesting for you<\/h2><a class=\"btn block-course-list__btn\" title=\"View all training courses\" data-id=\"fee18193\" href=\"https:\/\/academy.xebia.com\/nl\/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=\"d226cd02\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Python for Data Analysis\" data-id=\"0460e1e4\" href=\"https:\/\/academy.xebia.com\/nl\/training\/python-for-data-analysis\/\">\n\t\n\t\t\t<span>Python for Data Analysis<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"3c6359d8\">\n\tLearn how to code in Python and perform data analysis with our Python for Data Analysis training.<\/p>\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\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag 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 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\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\t2 dagen\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\tVirtual\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=\"b370ee6a\">\n\t<i class=\"icon btn__show-more\" data-id=\"96063a19\"  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=\"4a90e157\">\n\t<i class=\"icon btn__close\" data-id=\"fc71ac5b\"  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<p class=\"paragraph course-list-item__date-string\" data-id=\"be84924c\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"86c0e152\">\n\t7 &#8211; 8 dec, 2026<\/p>\t\t\t<\/div>\n\t\t\t\t\t<div class=\"course-list-item__price\">\n\t\t\t\t<p class=\"paragraph course-list-item__price-string\" data-id=\"d0530d7e\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"261df78d\">\n\t\u20ac1315<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"cc2daf13\" href=\"https:\/\/academy.xebia.com\/nl\/training\/python-for-data-analysis\/\">\n\t\n\t\t\t<span>Bekijk 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=\"f6f12cf2\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Advanced Data Science with Python\u00a0\" data-id=\"5d2ea78a\" href=\"https:\/\/academy.xebia.com\/nl\/training\/advanced-data-science-with-python\/\">\n\t\n\t\t\t<span>Advanced Data Science with Python\u00a0<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"0291693b\">\n\tDive deeper into Advanced Data Science with Python and develop your skills even further.  <\/p>\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\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag tags__tag-show js-tags-tag-show\">\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 tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\t2 dagen\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\tIn Person\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=\"44cdc553\">\n\t<i class=\"icon btn__show-more\" data-id=\"86d8f7e6\"  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=\"46a84012\">\n\t<i class=\"icon btn__close\" data-id=\"46f5d531\"  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<p class=\"paragraph course-list-item__date-string\" data-id=\"ec9b8f88\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"238094a9\">\n\t11 &#8211; 12 nov, 2026<\/p>\t\t\t<\/div>\n\t\t\t\t\t<div class=\"course-list-item__price\">\n\t\t\t\t<p class=\"paragraph course-list-item__price-string\" data-id=\"f32ad798\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"e7fb8f74\">\n\t\u20ac1425<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"ac50c7af\" href=\"https:\/\/academy.xebia.com\/nl\/training\/advanced-data-science-with-python\/\">\n\t\n\t\t\t<span>Bekijk 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=\"8676eaf4\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Data Science with Python (Certified)\" data-id=\"f026067c\" href=\"https:\/\/academy.xebia.com\/nl\/training\/data-science-with-python\/\">\n\t\n\t\t\t<span>Data Science with Python (Certified)<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"d99719ed\">\n\tDive into the world of data science through data analysis and machine learning. Sign up for Data Science with Python (Certified). <\/p>\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\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag 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 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\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\t3 dagen\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\tVirtual\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=\"c49955e0\">\n\t<i class=\"icon btn__show-more\" 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class=\"paragraph course-list-item__date-string\" data-id=\"7cef14a4\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"4f2a6238\">\n\t2 nov, 2026<\/p>\t\t\t<\/div>\n\t\t\t\t\t<div class=\"course-list-item__price\">\n\t\t\t\t<p class=\"paragraph course-list-item__price-string\" data-id=\"17a5e9a3\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"38de9f72\">\n\t\u20ac1975<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"309e08de\" href=\"https:\/\/academy.xebia.com\/nl\/training\/data-science-with-python\/\">\n\t\n\t\t\t<span>Bekijk 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=\"5968f36c\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Production Ready Machine Learning\" data-id=\"d33be162\" href=\"https:\/\/academy.xebia.com\/nl\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>Production Ready Machine Learning<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"8babc312\">\n\tFollow our Production-Ready Python for Machine Learning training course to bring your machine learning models into production.<\/p>\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\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag 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\n\t\t<div class=\"tags__tag js-tags-tag\">\n\t\t\t<span >\t\t\t3 dagen\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\tIn Person\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=\"62c4f51f\">\n\t<i class=\"icon btn__show-more\" data-id=\"58e7913b\"  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=\"00a2fb98\">\n\t<i class=\"icon btn__close\" data-id=\"0be6c66b\"  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<p class=\"paragraph course-list-item__date-string\" data-id=\"fc56c676\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"f0cbbc30\">\n\t23 nov, 2026<\/p>\t\t\t<\/div>\n\t\t\t\t\t<div class=\"course-list-item__price\">\n\t\t\t\t<p class=\"paragraph course-list-item__price-string\" data-id=\"413f5116\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"d2de62e0\">\n\t\u20ac2175<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"3e6fd0c7\" href=\"https:\/\/academy.xebia.com\/nl\/training\/production-ready-python-for-machine-learning\/\">\n\t\n\t\t\t<span>Bekijk 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=\"cc30cace\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"AI for Product Management: Build Your Own AI Assistant\" data-id=\"56c41000\" href=\"https:\/\/academy.xebia.com\/nl\/training\/ai-for-product-management-build-your-own-ai-assistant\/\">\n\t\n\t\t\t<span>AI for Product Management: Build Your Own AI Assistant<\/span>\n\t\n\t<\/a>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t<a href=\"https:\/\/academy.xebia.com\/nl\/trainer\/rutger-de-wijs\/\" class=\"author-meta course-list-item__author-meta author-meta__make-flex author-meta__link author-meta__make-flex\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"66bf0759\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/2023\/08\/1574348874028-1.jpeg\"\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=\"864a5028\"\n>\n\tRutger de Wijs<\/h2>\t<\/a><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\tProduct Management\t\t\t<\/span>\n\t\t<\/div>\n\n\t\n\t\t<div class=\"tags__tag js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tai\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\t1 dag\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\tIn Person\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=\"59cfeb48\">\n\t<i class=\"icon btn__show-more\" data-id=\"f250bc0e\"  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=\"7254b92b\">\n\t<i class=\"icon btn__close\" data-id=\"6c31e9ef\"  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<p class=\"paragraph course-list-item__date-string\" data-id=\"cbb4c351\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"249b46e9\">\n\t28 okt, 2026<\/p>\t\t\t<\/div>\n\t\t\t\t\t<div class=\"course-list-item__price\">\n\t\t\t\t<p class=\"paragraph course-list-item__price-string\" data-id=\"a64698f8\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"f03df90c\">\n\t\u20ac875<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"a527a637\" href=\"https:\/\/academy.xebia.com\/nl\/training\/ai-for-product-management-build-your-own-ai-assistant\/\">\n\t\n\t\t\t<span>Bekijk 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=\"ba38f2a9\">\n\t<h2\tclass=\"heading course-list-item__heading\"\n\tdata-id=\"5611f439\"\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=\"Bekijk alle trainingen\" data-id=\"49cdff26\" href=\"https:\/\/academy.xebia.com\/nl\/training\/\">\n\t\n\t\t\t<span>Bekijk alle trainingen<\/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","protected":false},"excerpt":{"rendered":"<p>Learn how to apply Machine Learning explainability techniques based on implementations from popular packages.\u202f <\/p>\n","protected":false},"author":24,"featured_media":0,"template":"","tags":[205,323],"class_list":["post-27825","course","type-course","status-publish","hentry","tag-machine-learning-nl","tag-machine-learning-nl-2"],"acf":{"field_BrokersfeedIntroduction":"This one-day training course will help prevent your models from being a black box. It will provide you with a toolbox of Machine-Learning explainability techniques that you can use to explain your models to technical and non-technical people alike. You will also learn when, how, and why you should use the different techniques, and their drawbacks.","field_BrokersfeedDescription":"<div class=\"wrapper wrapper--simple\" data-id=\"df9ddf91\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"06830025\">\r\n<h2 class=\"heading block-heading__heading\" data-id=\"0877ad1f\">What will you learn?<\/h2>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper wrapper--simple\" data-id=\"94674a0b\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-bullet-list\">\r\n<p class=\"paragraph block-bullet-list__paragraph\" data-id=\"605d0b28\">After the training, you will be able to:<\/p>\r\n\r\n<div class=\"block-bullet-list__columns\">\r\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"cdae7be0\"><i class=\"icon block-bullet-item__icon\" data-id=\"8566b195\" aria-hidden=\"true\"><\/i>\r\n<ul>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Explain the use cases for model explainability<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Evaluate when model explainability is not enough (correlation vs. causality, fairness)<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Categorize the used methods into sensitivity vs. impact as well as explaining single predictions (local explainability) vs. multiple predictions (global explainability)<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Apply the explainability methods with the provided Python packages<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Summarize the advantages and disadvantages for each method<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"080c33fb\">Evaluate whether a method is appropriate for the business use case<\/li>\r\n<\/ul>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>","field_BrokersfeedFormat":"<h2 class=\"heading block-heading__heading\" data-id=\"2a3d0295\">Program<\/h2>\r\nThis one-day training consists of several subjects.","field_BrokersfeedSubjects":"<div class=\"wrapper\" data-id=\"f92e289e\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-columns\" data-id=\"a5048cf0\">\r\n<div class=\"block-column\" data-id=\"24e77ecf\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"b005feee\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-accordion js-block-accordion\" data-close-adjacent=\"false\">\r\n<div class=\"block-accordion-item js-block-accordion-item\" aria-expanded=\"true\">\r\n<h2 class=\"heading block-accordion-item__title\" data-id=\"5f2ddcb6\">Overview<\/h2>\r\n<div id=\"d5b5b5da\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" role=\"region\" aria-hidden=\"false\" aria-labelledby=\"63e30de1\">\r\n<div class=\"block-accordion-item__content\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"5542c36c\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-lists\" data-id=\"2cd84085\">\r\n<ul class=\"lists block-lists__lists\" data-id=\"fc97c35d\">\r\n \t<li>Introduction to Machine Learning interpretability\/explainability<\/li>\r\n \t<li>Example-based explanations<\/li>\r\n \t<li>The inherent interpretability of ML models<\/li>\r\n \t<li>Ceteris Paribus plots<\/li>\r\n \t<li>Break-down Plots for Additive Attributions<\/li>\r\n \t<li>(Model-specific &amp; Permutation) Feature importance<\/li>\r\n \t<li>Partial dependence plots<\/li>\r\n \t<li>Shapley and SHAP values<\/li>\r\n<\/ul>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper\" data-id=\"8ce2a4d3\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-columns\" data-id=\"a4e70696\">\r\n<div class=\"block-column\" data-id=\"f735fa91\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"c5caaffb\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"c75cdd60\"><\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>","field_BrokersfeedTakeaways":"","field_BrokersfeedTargetAudience":"<div class=\"block-column\" data-id=\"f735fa91\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"c5caaffb\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"c75cdd60\">\r\n<h2 class=\"heading block-heading__heading\" data-id=\"34209657\">This training is for you if:<\/h2>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper wrapper--simple\" data-id=\"43dc0740\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-bullet-list\">\r\n<div class=\"block-bullet-list__columns\">\r\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"070a7248\"><i class=\"icon block-bullet-item__icon\" data-id=\"0aa62e72\" aria-hidden=\"true\"><\/i>\r\n<ul>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"65e4475f\">You are familiar with Data Science and Machine Learning concepts and can comfortably program in Python<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"65e4475f\">You can already build and train machine learning models using Scikit-Learn<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"65e4475f\">You want to better understand how your Machine Learning models make their predictions<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"65e4475f\">You understand that your use case could fall under the \u201chigh risk AI applications\u201d category of the EU AI act and explaining your model will be a must-have in the future.<\/li>\r\n<\/ul>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"block-column\" data-id=\"93b1bf41\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"fe884d18\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"414747ed\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"fe884d18\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"414747ed\">\r\n<h2 class=\"heading block-heading__heading\" data-id=\"c51e6be6\">This training is not for you if:<\/h2>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper wrapper--simple\" data-id=\"c82f9270\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-bullet-list\">\r\n<div class=\"block-bullet-list__columns\">\r\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"9855cd7c\"><i class=\"icon block-bullet-item__icon\" data-id=\"7c9f57da\" aria-hidden=\"true\"><\/i>\r\n<ul>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"270f21e5\">You have never programmed in Python before<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"270f21e5\">You are unfamiliar with core Machine Learning concepts, such as train-test splits, model training and measuring model performance with metrics<\/li>\r\n \t<li class=\"paragraph block-bullet-item__paragraph\" data-id=\"270f21e5\">You are only interested in achieving the best performance with your models and not <em>how<\/em>\u00a0they achieved it<\/li>\r\n<\/ul>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>","field_BrokersfeedPrerequisites":"<ul>\r\n \t<li>This training requires a laptop<\/li>\r\n \t<li>Information on the software and tooling will be shared before the start date<\/li>\r\n<\/ul>","field_BrokersfeedCertificationValue":"","field_BrokersfeedNextSteps":"<div class=\"wrapper\" data-id=\"9bb91324\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-heading\" data-id=\"9a9398c1\">\r\n<h2 class=\"heading block-heading__heading\" data-id=\"4ebccdae\">What else should I know?<\/h2>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper\" data-id=\"97ad2787\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-columns\" data-id=\"30f1408e\">\r\n<div class=\"block-column\" data-id=\"e9eb0b0e\">\r\n<div class=\"wrapper wrapper--simple\" data-id=\"4994dd11\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-paragraph\" data-id=\"516dcd08\">\r\n<p class=\"paragraph block-paragraph__paragraph\" data-id=\"d30254dd\">After registering for this training, you will receive a confirmation email with practical information. A week before the training, the trainer will get in touch to ask you about any requirements you may have and any pre-course tasks you will need to do.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<div class=\"wrapper wrapper--simple\" data-id=\"31a0eba1\" data-bg-on-inner=\"false\">\r\n<div class=\"wrapper__inner\">\r\n<div class=\"block-paragraph\" data-id=\"20bfb7a5\">\r\n<p class=\"paragraph block-paragraph__paragraph\" data-id=\"3980270e\">See you soon!<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>","field_BrokersfeedBanner":60324,"field_BrokersfeedImages":null,"course_xebia_event_ids":"a06AM0000016WeAYAU,a06AM0000028RXaYAM,a06AM0000028RLUYA2,a06AM0000028RWrYAM,a06AM0000028RVsYAM","course_xebia_event_group_id":"a0OAM000004aUys2AE","course_xebia_discipline":1679,"course_xebia_sorting_order":5},"raw_content":null,"_links":{"self":[{"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/courses\/27825","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/types\/course"}],"author":[{"embeddable":true,"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/users\/24"}],"version-history":[{"count":12,"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/courses\/27825\/revisions"}],"predecessor-version":[{"id":58720,"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/courses\/27825\/revisions\/58720"}],"acf:post":[{"embeddable":true,"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/disciplines\/1679"}],"wp:attachment":[{"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/media?parent=27825"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/academy.xebia.com\/nl\/wp-json\/wp\/v2\/tags?post=27825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}