{"id":494,"date":"2025-05-27T10:09:40","date_gmt":"2025-05-27T10:09:40","guid":{"rendered":"https:\/\/academy.xebia.com\/in\/?post_type=course&#038;p=494"},"modified":"2025-10-06T08:39:41","modified_gmt":"2025-10-06T08:39:41","slug":"advanced-data-science-with-python","status":"publish","type":"course","link":"https:\/\/academy.xebia.com\/in\/training\/advanced-data-science-with-python\/","title":{"rendered":"Advanced Data Science with Python\u00a0"},"content":{"rendered":"\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"fe8266d3\" \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=\"36cc33d4\">\n\t\t<div class=\"block-group-hero__background\">\n\t\t<div class=\"hero-theme block-group-hero__hero-theme\" data-id=\"1d547fc1\">\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=\"1da10649\" \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=\"bb28fcf4\"\n>\n\t<strong><strong><strong><strong><strong><strong><strong>Advanced Data Science with Python<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/h1>\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"block-course-hero__row\">\n\t\t<div class=\"block-course-hero\">\n\t\t\t<div class=\"block-course-hero__content\">\n\t\t\t\t<p class=\"block-course-hero__date-location\">\n\t\t\t\t\t<span data-training-meta-p-date>\n\t\t\t\t\t<\/span>   <span data-training-meta-p-address>\t\t\t\t\t<\/span>\n\t\t\t\t<\/p>\n\t\t\t\t<div class=\"course-tags block-course-hero__course-tags\" data-id=\"7bcffe7e\">\n\t<div class=\"tags course-tags__tags js-tags\">\n\t\t<button\tclass=\"btn tags__show-more js-tags-show-more\"\n\tdata-id=\"6f0eda7e\">\n\t<i class=\"icon btn__show-more\" data-id=\"6d2770be\"  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=\"2fef4974\">\n\t<i class=\"icon btn__close\" data-id=\"9dd85ecd\"  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=\"6dc7cc35\">\n\tGo beyond the basics with this Advanced Data Science with Python training. Packed with best practices, models, code, algorithms, and a framework to improve your projects, you will rapidly advance your skills by immersing yourself in two days of nothing but data science, machine learning, and Python.\u00a0<br><br><br><br><\/p>\t\t\t\t<div class=\"block-course-hero__trainers-list\" aria-hidden=\"true\">\n\t\t\t\t\t<a href=\"https:\/\/example.com\" class=\"author-meta block-course-hero__author-meta author-meta__make-flex author-meta__link author-meta__make-flex\" rel=\"nofollow noopener\" target=\"_blank\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"d9fa2111\">\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=\"38eec1c1\"\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\" data-id=\"a205194c\">\n\t\t<div class=\"booking__info\">\n\t\t<h2\tclass=\"heading booking__heading\"\n\tdata-id=\"1e569150\"\n>\n\t<strong>Looking to upskill your team(s) or organization?<\/strong>\u00a0<\/h2><p class=\"paragraph booking__paragraph\" data-id=\"d1dfae44\">\n\tSurat will gladly help you further with custom training solutions.\u00a0<\/p><div class=\"author-meta booking__author-meta\">\n\t\t<picture class=\"image author-meta__image\" data-id=\"f9945eaf\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/sites\/20\/2025\/05\/Surat-Wahal.jpeg\"\n\t\talt=\"\"\n\t\tclass=\"image__img author-meta__image-img\"\n\t\/>\n<\/picture>\t\t<h2\tclass=\"heading author-meta__heading\"\n\tdata-id=\"a0cc427e\"\n>\n\tSurat Wahal<br>Training Advisor<\/h2>\t\t<p class=\"paragraph author-meta__paragraph\" data-id=\"2f6b0edc\">\n\t<a href=\"tel:09999644790\" data-type=\"tel\" data-id=\"tel:09999644790\">+91-9999644790<br><\/a><a href=\"mailto:Surat.wahal@xebia.com\" data-type=\"mailto\" data-id=\"mailto:Surat.wahal@xebia.com\">Surat.wahal@xebia.com<\/a><br><a href=\"https:\/\/www.linkedin.com\/in\/surat-wahal-12996513\" data-type=\"link\" data-id=\"https:\/\/www.linkedin.com\/in\/surat-wahal-12996513\" rel=\"nofollow noopener\" target=\"_blank\">linkedin.com\/in\/surat-wahal-12996513<\/a><br><\/p>\t<\/div><a class=\"btn booking__contact\" title=\"Get in touch\" data-id=\"d38166b1\" href=\"https:\/\/academy.xebia.com\/in\/about-us\/contact-us\" target=\"_blank\" rel=\"\" noopener>\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=\"a39c936d\" \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=\"d6b6ed3b\" \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=\"7cb216d0\" \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=\"fa7b16ed\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"9bf8bd91\"\n>\n\tWhat will you learn?<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"6b5cae37\" \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=\"104bee35\">\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=\"cd832a37\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"c81815b7\"  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=\"6115f7cd\">\n\tBuild reproducible machine learning pipelines using scikit-learn<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"7bb57dac\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"23061d36\"  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=\"8cccbb23\">\n\tApply best practices for machine learning with imbalanced datasets<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"677cdd88\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"39c1b923\"  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=\"ff83f31f\">\n\tDesign custom transformers and estimators tailored to your use-cases<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"0894a0f2\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"57315c45\"  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=\"1b8ef0a3\">\n\tAnalyze the effects of feature engineering and selection on the performance of your machine learning models using cross-validation<\/p><\/div>\n\n\t<\/div>\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"9059aea8\" \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=\"80792b17\">\n\t\n\n<div class=\"block-column\" data-id=\"afe2419e\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"5bda7425\" \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=\"b4ef1009\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"0e288a54\"\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=\"360c786a\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"23023d1b\" \n\tdata-bg-on-inner=\"false\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div\n\tclass=\"block-accordion js-block-accordion\"\n\tdata-close-adjacent=\"false\"\n>\n\t\t\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"true\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Day 1\" \n\t\taria-controls=\"5a582615\" \n\t\taria-expanded=\"true\" \n\t\tid=\"500f6790\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"87109ece\"\n>\n\tDay 1<\/h2>\t\t\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"2a69c60c\"  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=\"500f6790\" \n\t\tid=\"5a582615\"\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=\"8f2c6d2e\" \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=\"744399fa\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"45b7f9ed\"\n>\n\t<li>Scikit-learn refresher\u00a0<\/li><li>Organizing machine learning workflows with scikit-learn pipelines\u00a0<\/li><li>Feature Engineering and selection<\/li><li>Dealing with imbalanced data\u00a0<\/li><\/ul><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<div class=\"block-accordion-item js-block-accordion-item\" \n\taria-expanded=\"false\"\n>\n\t<button class=\"block-accordion-item__trigger js-block-accordion-item-trigger\" \n\t\taria-label=\"Day 2\" \n\t\taria-controls=\"c2a809e2\" \n\t\taria-expanded=\"false\" \n\t\tid=\"df09b4ed\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"d4cbe34c\"\n>\n\tDay 2<\/h2>\t\t\n\t\t<span class=\"block-accordion-item__wrap-icon\" aria-hidden=\"true\">\n\t\t\t<i class=\"icon block-accordion-item__icon\" data-id=\"ec4e9d99\"  aria-hidden=\"true\">\n\t<svg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><path d='M13 5.5a1 1 0 1 0-2 0h2Zm-1.707 13.707a1 1 0 0 0 1.414 0l6.364-6.364a1 1 0 0 0-1.414-1.414L12 17.086l-5.657-5.657a1 1 0 0 0-1.414 1.414l6.364 6.364ZM11 5.5v13h2v-13h-2Z' fill='currentColor'\/><\/svg><\/i>\t\t<\/span>\n\t<\/button>\n\n\t<div role=\"region\" class=\"block-accordion-item__panel js-block-accordion-item-panel\" \n\t\taria-hidden=\"true\" \n\t\taria-labelledby=\"df09b4ed\" \n\t\tid=\"c2a809e2\"\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=\"e1970206\" \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=\"ad40bedd\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"cba052c0\"\n>\n\t<li>Object-oriented programming &amp; creating custom scikit-learn objects\u00a0<\/li><li>Model selection and validation<\/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=\"5c9ddb47\" \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=\"41a8eacd\">\n\t\n\n<div class=\"block-column\" data-id=\"1f3a1ee5\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"cf39e5f2\" \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=\"64c86f11\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"42287987\"\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=\"b6616b78\" \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=\"d7163aae\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"202c736e\"  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=\"c1830b29\">\n\tYou are excited to learn how to build reproducible ML pipelines<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"5904ca32\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"4cb1afc9\"  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=\"8ece5d27\">\n\tYou want personalized, instructor-led training to learn best practices right from the start.<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"b0983d59\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"de6c633e\"  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=\"93b8758e\">\n\tYou wish to build custom estimators and transformers tailored to your use-cases<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"8827bae6\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"a0a5dc59\"  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=\"316ce584\">\n\tYou already have some experience with data science and are interested in learning advanced modelling skills.<\/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=\"e5c8e890\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"a76adf76\" \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=\"97b48a61\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"b7133f46\"\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=\"294e1b20\" \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=\"55b3a922\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"d6473c63\"  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><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"12cf74d0\">\n\tYou want to get started with Python for data analysis (check out our <a href=\"https:\/\/academy.xebia.com\/training\/python-for-data-analysis\/\">Python for Data Analysis<\/a> training instead).<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"8ddb0306\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"2c5b9e5e\"  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><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"ef5c76d9\">\n\tYou have never built a machine learning model with scikit-learn before (check out our <a href=\"https:\/\/academy.xebia.com\/training\/data-science-with-python\/\">Certified Data Science with Python<\/a> training instead).<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"b9276b7e\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"81fbf545\"  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><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"0c2a5448\">\n\tYou want to learn more about packaging your Python code and making your data science projects production-ready (check out our <a href=\"https:\/\/academy.xebia.com\/training\/production-ready-python-for-machine-learning\/\">Production Ready Python for Machine Learning<\/a> course instead).<\/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=\"baff8a6d\" \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=\"8b35a6fc\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"53e4a5c7\"\n>\n\tWhy should I <br>follow this training?<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"0265fa29\" \n\tdata-bg-on-inner=\"true\" \n\t>\n\t\t\n\t\t\t<div class=\"wrapper__inner\">\n\t\t\t\n<div class=\"block-columns\" data-id=\"2b6d022f\">\n\t\n\n<div class=\"block-column\" data-id=\"60e8fa88\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"5b191dbf\" \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-icon\">\n\t<i class=\"icon block-icon__icon\" data-id=\"750c1655\"  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><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"19f5c98e\" \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=\"417fa498\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"05fa6d25\"\n>\n\t<strong>Create your own custom scikit-learn objects that are composable with scikit-learn pipelines.\u00a0<\/strong><\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"132ae613\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"187b55b8\" \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-icon\">\n\t<i class=\"icon block-icon__icon\" data-id=\"eba21ee9\"  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><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"1724181b\" \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=\"9d26f2db\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"ea738bb7\"\n>\n\t<strong><strong>Get best practices for working with Python, Pandas, and scikit-learn.\u00a0<\/strong><\/strong><\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"481c6541\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"57c14637\" \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-icon\">\n\t<i class=\"icon block-icon__icon\" data-id=\"8db4526b\"  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><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"66010895\" \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=\"dee8a4c7\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"86f85f50\"\n>\n\t<strong>Improve your model performance. <\/strong><\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"67f8f71f\" \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=\"37015f3d\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"e2e735fe\"\n>\n\tWhat else <br>should I know?<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"16741a51\" \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=\"0a93b05c\">\n\t\n\n<div class=\"block-column\" data-id=\"dc75c63f\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"e150515d\" \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=\"eb4ca8a5\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"7df0b79d\">\n\tAfter registering for this training, you will receive a confirmation email with practical information. A week before the training, we will ask you about any dietary requirements.<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"b5a62700\" \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=\"badbaaae\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"913273bb\">\n\tSee you soon!<\/p><\/div>\n\t\t<\/div>\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"block-column\" data-id=\"fb6597e5\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"ac0b2ebb\" \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=\"33d7cc19\">\n\tCourse information<\/p>\t<div class=\"block-bullet-list__columns\">\n\t\t\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"325c878e\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"61383fc8\"  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='M11.25 11.25C11.4489 11.25 11.6397 11.329 11.7803 11.4697C11.921 11.6103 12 11.8011 12 12V15.75C12 15.9489 12.079 16.1397 12.2197 16.2803C12.3603 16.421 12.5511 16.5 12.75 16.5' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M11.625 9C12.2463 9 12.75 8.49632 12.75 7.875C12.75 7.25368 12.2463 6.75 11.625 6.75C11.0037 6.75 10.5 7.25368 10.5 7.875C10.5 8.49632 11.0037 9 11.625 9Z' fill='currentColor'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"8c6c6112\">\n\tAll literature and course materials are included in the price.\u00a0<\/p><\/div>\n\n\n\n<div class=\"block-bullet-item js-block-bullet-item\" data-id=\"410b475a\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"dbcd31c8\"  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='M11.25 11.25C11.4489 11.25 11.6397 11.329 11.7803 11.4697C11.921 11.6103 12 11.8011 12 12V15.75C12 15.9489 12.079 16.1397 12.2197 16.2803C12.3603 16.421 12.5511 16.5 12.75 16.5' stroke='currentColor' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'\/><path d='M11.625 9C12.2463 9 12.75 8.49632 12.75 7.875C12.75 7.25368 12.2463 6.75 11.625 6.75C11.0037 6.75 10.5 7.25368 10.5 7.875C10.5 8.49632 11.0037 9 11.625 9Z' fill='currentColor'\/><\/svg><\/i><p class=\"paragraph block-bullet-item__paragraph\" data-id=\"79f88ebe\">\n\tAfter registering for this course, you will receive a confirmation email with practical information.<strong>\u202f<\/strong>\u00a0<\/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=\"7566a4ae\" \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=\"a0eacd8b\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"ea0cbbed\"\n>\n\tMeet the trainers<\/h2><\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<div \n\tclass=\"wrapper\" \n\tdata-id=\"7bed93cb\" \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=\"4f289725\">\n\t\n\n<div class=\"block-column\" data-id=\"30878371\">\n\t\n<div class=\"card-trainer\" data-id=\"f86ea532\">\n\t\n\t<div class=\"card-trainer__content\">\n\t\t<h2\tclass=\"heading card-trainer__heading\"\n\tdata-id=\"2bbd872d\"\n>\n\tMicrosoft Fabric Data Engineer<\/h2>\t\t<div class=\"card-trainer__button-container\">\n\t\t\t<div class=\"card-trainer__socials\">\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<a class=\"btn card-trainer__btn\" title=\"View profile\" data-id=\"cc636327\" href=\"https:\/\/academy.xebia.com\/in\/?p=1447\">\n\t\n\t\t\t<span>View 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