{"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":"2026-01-09T09:36:32","modified_gmt":"2026-01-09T09:36:32","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=\"5c0de473\" \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=\"1073350b\">\n\t\t<div class=\"block-group-hero__background\">\n\t\t<div class=\"hero-theme block-group-hero__hero-theme\" data-id=\"dab43f7c\">\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=\"79082d09\" \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=\"8c4f6a6e\"\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\t23 november, 2026<\/span>  &#8211;  <span data-training-meta-p-address>Virtual\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=\"031b0bac\">\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 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 tags__tag-show js-tags-tag-show\">\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 tags__tag-dark js-tags-tag tags__tag-show js-tags-tag-show\">\n\t\t\t<span >\t\t\tVirtual\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\t<button\tclass=\"btn tags__show-more js-tags-show-more\"\n\tdata-id=\"077043c9\">\n\t<i class=\"icon btn__show-more\" data-id=\"8349098a\"  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=\"ff68b7ad\">\n\t<i class=\"icon btn__close\" data-id=\"4e05d6b8\"  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=\"691decf0\">\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=\"018df5fd\">\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=\"dee96890\"\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\" data-id=\"4aa26268\">\n\t\t<div class=\"booking__courses\">\n\t\t<h2\tclass=\"heading booking__title\"\n\tdata-id=\"54a00586\"\n>\n\tBook this training<\/h2>\n\t\t<div class=\"booking__courses-list js-booking-list\">\n\t\t\t\t\t\t\t<div class=\"booking__date\">\n\t\t\t\t\t\t\t\t\t\t\t<input\n\t\t\t\t\t\t\t\ttype=\"radio\"\n\t\t\t\t\t\t\t\tname=\"course\"\n\t\t\t\t\t\t\t\tvalue=\"a06SZ00001Q7F7xYAF\"\n\t\t\t\t\t\t\t\tdata-registration-url=\"https:\/\/academy.xebia.com\/nl\/training\/machine-learning-explainability\/56626\/register\"\n\t\t\t\t\t\t\t\tclass=\"booking__option js-booking-option\"\n\t\t\t\t\t\t\t\tid=\"c-a06SZ00001Q7F7xYAF-4aa26268\"\n\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t<label class=\"booking__label\"\n\t\t\t\t\t\t\t\tfor=\"c-a06SZ00001Q7F7xYAF-4aa26268\">\n\t\t\t\t\t\t\t\t<div class=\"booking__label-col\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                      \t\t\t\t\t            <span>\n                        23 november, 2026<\/br>\t\t\t\t\t            <\/span>\n                      \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<span class=\"booking__label-summary\">\n\t\t\t\t\t\t\t\t\t\t\t1 dag, Virtual, Engels\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"booking__label-col\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"booking__label-price\">\n\t\t\t\t\t\t\t\t\t\t\t\u20ac670,-\t\t\t\t\t\t\t\t\t\t\t<br\/>\n\t\t\t\t\t\t\t\t\t\t\t<sup>(excl. BTW)<\/sup>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t<div  class=\"js-booking-meta-container\">\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-date\"\n\t\t\t\t\tvalue=\"23 november, 2026\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-address\"\n\t\t\t\t\tvalue=\"Virtual\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-a-trainer-url\"\n\t\t\t\t\tvalue=\"\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-trainer-title\"\n\t\t\t\t\tvalue=\"\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-trainer-description\"\n\t\t\t\t\tvalue=\"\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-img-trainer-img-url\"\n\t\t\t\t\tvalue=\"\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-duration\"\n\t\t\t\t\tvalue=\"1 dag\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-language\"\n\t\t\t\t\tvalue=\"Engels\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-times\"\n\t\t\t\t\tvalue=\"09:00 - 17:00\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-timezone\"\n\t\t\t\t\tvalue=\"(GMT +1:00)\"\/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-lunch\"\n\t\t\t\t\tvalue=\"Nee\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-certification\"\n\t\t\t\t\tvalue=\"Nee\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"data-training-meta-p-level\"\n\t\t\t\t\tvalue=\"Professional\" \/>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<a\tclass=\"btn booking__btn js-booking-book-now\"\n\ttitle=\"Registreer je nu\"data-id=\"61c1628a\"href=\"#\">\n\t\n\t\t\t<span>Registreer je nu<\/span>\n\t\n\t<\/a>\t\t<\/div>\n\t<div class=\"booking__info\">\n\t\t<h2\tclass=\"heading booking__heading\"\n\tdata-id=\"6fbe6216\"\n>\n\t<strong>Looking to upskill your team(s) or organization?<\/strong><\/h2><p class=\"paragraph booking__paragraph\" data-id=\"cd4dd521\">\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=\"2b3a1422\">\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=\"24d103bf\"\n>\n\t<strong>Rozaliia Khafizova<\/strong><br>Data and AI Training Advisor<\/h2>\t\t<p class=\"paragraph author-meta__paragraph\" data-id=\"e88fde76\">\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=\"1391c0d9\" 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=\"e1d9a99a\" \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=\"d1675000\" \n\taria-hidden=\"\"\n\t>\n\t\n\t\t\t<div class=\"block-course-stats__item\" aria-hidden=\"\">\n\t\t\t<p class=\"block-course-stats__label\">\n\t\t\t\t<i class=\"icon block-course-stats__icon\" data-id=\"c26e923f\"  aria-hidden=\"true\">\n\t<svg width='16' height='24' viewBox='0 0 16 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M8 12L1.35 6.775C1.24133 6.68962 1.15313 6.5789 1.09238 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stroke-linecap='round' stroke-linejoin='round'\/><path d='M9 6L13 10' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>Lunch\t\t\t<\/p>\n\t\t\t<p class=\"block-course-stats__value\">\n\t\t\t\t<span data-training-meta-p-lunch>\n\t\t\t\t\tIncluded\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/p>\n\t\t<\/div>\n\t\t\t<div class=\"block-course-stats__item\" aria-hidden=\"\">\n\t\t\t<p class=\"block-course-stats__label\">\n\t\t\t\t<i class=\"icon block-course-stats__icon\" data-id=\"1bf90ea7\"  aria-hidden=\"true\">\n\t<svg width='23' height='23' viewBox='0 0 23 23' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M4.07529 18.9247C3.14644 17.9959 3.76231 16.0443 3.28981 14.9014C2.79913 13.7212 1 12.762 1 11.5C1 10.238 2.79913 9.27885 3.28981 8.09861C3.76231 6.95673 3.14644 5.00413 4.07529 4.07529C5.00413 3.14644 6.95673 3.76231 8.09861 3.28981C9.28389 2.79913 10.238 1 11.5 1C12.762 1 13.7212 2.79913 14.9014 3.28981C16.0443 3.76231 17.9959 3.14644 18.9247 4.07529C19.8536 5.00413 19.2377 6.95572 19.7102 8.09861C20.2009 9.28389 22 10.238 22 11.5C22 12.762 20.2009 13.7212 19.7102 14.9014C19.2377 16.0443 19.8536 17.9959 18.9247 18.9247C17.9959 19.8536 16.0443 19.2377 14.9014 19.7102C13.7212 20.2009 12.762 22 11.5 22C10.238 22 9.27885 20.2009 8.09861 19.7102C6.95673 19.2377 5.00413 19.8536 4.07529 18.9247Z' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M7 12.4286L9.4 15L15 9' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>Certificering\t\t\t<\/p>\n\t\t\t<p class=\"block-course-stats__value\">\n\t\t\t\t<span data-training-meta-p-certification>\n\t\t\t\t\tNee\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/p>\n\t\t<\/div>\n\t\t\t<div class=\"block-course-stats__item\" aria-hidden=\"\">\n\t\t\t<p class=\"block-course-stats__label\">\n\t\t\t\t<i class=\"icon block-course-stats__icon\" data-id=\"5275c2b4\"  aria-hidden=\"true\">\n\t<svg width='21' height='18' viewBox='0 0 21 18' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M3 17V10H7' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M20 17H1' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M7 17V5H13' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M13 17V1H18V17' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><\/svg><\/i>Level\t\t\t<\/p>\n\t\t\t<p class=\"block-course-stats__value\">\n\t\t\t\t<span data-training-meta-p-level>\n\t\t\t\t\tProfessional\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"10fc1856\" \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=\"e16edb64\">\n\t\n\n<div class=\"block-column\" data-id=\"02bfb49d\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"ffadc0a3\" \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=\"cfa9221a\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"d987aa1a\"\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=\"2bc41c43\" \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=\"df62228d\">\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=\"0eeb0046\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"30f8bc26\"  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=\"6abb5819\">\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=\"38f91930\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"356d6d01\"  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=\"e9385eb3\">\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=\"47713b6d\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b0f402ab\"  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=\"6714dbb1\">\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=\"5a0ce1ed\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"7c05d3e5\"  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=\"66bf7af1\">\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=\"d702cc7b\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b1d7e00d\"  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=\"3de2685e\">\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=\"f52dce08\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"676cf095\"  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=\"41c610a8\">\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=\"8a4afff8\" \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=\"e489bbc0\">\n\t\n\n<div class=\"block-column\" data-id=\"7b9304fa\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"ae6970d2\" \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=\"8057efd3\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"882c8e9a\"\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=\"6d4131f7\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"6332e718\" \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=\"ceb5a038\" \n\t\taria-expanded=\"true\" \n\t\tid=\"6fd6f1cd\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"dc925233\"\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=\"bd55dc57\"  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=\"6fd6f1cd\" \n\t\tid=\"ceb5a038\"\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=\"fd3dbea3\" \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=\"9e53f41e\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"fc87f092\"\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=\"2a354273\" \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=\"28c8cb5f\">\n\t\n\n<div class=\"block-column\" data-id=\"275dc45d\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"c33105c5\" \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=\"a24a726d\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"b42e91b6\"\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=\"43344da1\" \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=\"41187c4c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"ca94a842\"  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=\"7828dc6a\">\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=\"f641cc18\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"54cba6c1\"  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=\"5f558156\">\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=\"62935dc2\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"e6934c63\"  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=\"b9a0fe68\">\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=\"01812e66\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"c44796f1\"  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=\"16b8437b\">\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=\"fa1b3b82\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"9d339154\" \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=\"e9478b6a\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"ab03df64\"\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=\"74e65833\" \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=\"76471e52\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"74284e01\"  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=\"d290a316\">\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=\"22c50950\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"0cc18f04\"  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=\"9a1143a0\">\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=\"1cbf6465\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b4aa6c95\"  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=\"a472b0cf\">\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=\"bf31e213\" \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=\"43338145\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"8b9e9fcf\"\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=\"ca048627\" \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=\"4c373165\">\n\t\n\n<div class=\"block-column\" data-id=\"1843129a\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"d24538c5\" \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=\"84b0879e\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"0bce9fe7\">\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=\"b11262ab\" \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=\"bef2b52e\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"85356131\">\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=\"2f806cb9\" \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=\"ab39e822\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"fa0f1006\">\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=\"bbdaa94e\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"7248920a\" \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=\"28749a56\">\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=\"c165112e\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"d99f1e3d\"  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=\"67ae6858\">\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=\"1b5e8f6c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"e429dd5e\"  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=\"c91ebc72\">\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=\"770445a7\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"340ce0a8\"  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=\"282d28d6\">\n\tThis course requires a laptop<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"392e1686\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"559d628a\"  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=\"deb79a22\">\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=\"2e60f23f\" \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=\"28e7be43\"\n\tclass=\"block-course-list js-block-course-list js-block-course-list-28e7be43\"\n\t>\n\t<h2\tclass=\"heading block-course-list__heading\"\n\tdata-id=\"6564f7b5\"\n>\n\tAlso interesting for you<\/h2><a class=\"btn block-course-list__btn\" title=\"View all training courses\" data-id=\"518b940b\" 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=\"5722fd3a\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Data Science Bootcamp\" data-id=\"08c977d9\" href=\"https:\/\/academy.xebia.com\/nl\/training\/data-science-boot-camp\/\">\n\t\n\t\t\t<span>Data Science Bootcamp<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"c9a570a8\">\n\tTransform into a certified Data Scientist in just 12 weeks. This boot camp will kick-start your Data Science career with Python.<\/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 and AI\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\">\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\t11 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=\"4fd1a212\">\n\t<i class=\"icon btn__show-more\" data-id=\"c5cd94b1\"  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=\"c8d0f01f\">\n\t<i class=\"icon btn__close\" data-id=\"a48ef534\"  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=\"6326a6e2\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"9ae4b432\">\n\t1 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=\"b852a412\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"d637d4f7\">\n\t\u20ac2975<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"b33ac032\" href=\"https:\/\/academy.xebia.com\/nl\/training\/data-science-boot-camp\/\">\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=\"26f422cb\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Python for Data Analysis\" data-id=\"d4fe9e23\" 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=\"c3e68338\">\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<a href=\"https:\/\/academy.xebia.com\/nl\/trainer\/juan-venegas\/\" 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=\"e18d636a\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/2023\/09\/Juan.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=\"686904f7\"\n>\n\tJuan Venegas<\/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\tData and AI\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\">\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=\"f4d3d0bd\">\n\t<i class=\"icon btn__show-more\" data-id=\"f0650011\"  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=\"c9b3d95e\">\n\t<i class=\"icon btn__close\" data-id=\"bf9b705b\"  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=\"55ffba41\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"77fbe0f0\">\n\t30 apr &#8211; 1 mei, 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=\"f203b903\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"20c247b6\">\n\t\u20ac1315<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"eb3a792e\" 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=\"883990b7\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Advanced Data Science with Python\u00a0\" data-id=\"4a461f29\" 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=\"eb0deee0\">\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<a href=\"https:\/\/academy.xebia.com\/nl\/trainer\/juan-venegas\/\" 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=\"26c5249d\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/2023\/09\/Juan.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=\"a04a0b06\"\n>\n\tJuan Venegas<\/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\tData and AI\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\">\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=\"baab3dc3\">\n\t<i class=\"icon btn__show-more\" data-id=\"f5ff4b83\"  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=\"6296b817\">\n\t<i class=\"icon btn__close\" data-id=\"0feeca76\"  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=\"a39130b3\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"9689e07d\">\n\t7 &#8211; 8 mei, 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=\"9c26e84b\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"fc228df1\">\n\t\u20ac1425<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"0882ad79\" 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=\"c45d5f64\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Introduction to Deep Learning\" data-id=\"93554bbf\" href=\"https:\/\/academy.xebia.com\/nl\/training\/introduction-to-deep-learning\/\">\n\t\n\t\t\t<span>Introduction to Deep Learning<\/span>\n\t\n\t<\/a><p class=\"paragraph course-list-item__paragraph\" data-id=\"c5576d15\">\n\tEveryone talks AI, but what is it exactly? This three-day Deep Learning course will take you on a journey to demystify AI. You will learn the fundamentals of Deep Learning, how it works, how it differs from traditional Machine Learning, and how you can apply it to the most common AI applications.<\/p>\t\t\n\t<div class=\"course-list-item__details-row\">\n\t\t<a href=\"https:\/\/academy.xebia.com\/nl\/trainer\/lucy-sheppard\/\" 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=\"aa31f84f\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/2023\/08\/Lucy-Sheppard.jpg\"\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=\"56090cea\"\n>\n\tLucy Sheppard<\/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\tData and AI\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\">\n\t\t\t<span >\t\t\tGegevens en 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\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\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=\"29b7de2a\">\n\t<i class=\"icon btn__show-more\" data-id=\"b65507e3\"  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=\"7145116d\">\n\t<i class=\"icon btn__close\" data-id=\"d7d64abc\"  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=\"20e3382d\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"87084037\">\n\t5 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=\"d1b475d3\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"f864b6b5\">\n\t\u20ac1835<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"9714c878\" href=\"https:\/\/academy.xebia.com\/nl\/training\/introduction-to-deep-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=\"8e807c6c\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Data Science with Python (Certified)\" data-id=\"1e2cf3e3\" 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=\"d5daa720\">\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 and AI\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\">\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=\"8276578a\">\n\t<i class=\"icon btn__show-more\" data-id=\"6841c175\"  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=\"f351f8d8\">\n\t<i class=\"icon btn__close\" data-id=\"79f8d494\"  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=\"6b7965fa\">\n\tNext:<\/p><p class=\"paragraph course-list-item__date-value\" data-id=\"dbd5676e\">\n\t8 jun, 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=\"190a5061\">\n\tFrom:<\/p><p class=\"paragraph course-list-item__price-value\" data-id=\"c2f4f6fd\">\n\t\u20ac1975<\/p>\t\t\t<\/div>\n\t\t<a class=\"btn course-list-item__btn\" title=\"Bekijk training\" data-id=\"45fbd3cf\" 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=\"7c0f4ec9\">\n\t<h2\tclass=\"heading course-list-item__heading\"\n\tdata-id=\"ff936b53\"\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=\"95f87f98\" 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":"","categories":[],"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. 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