{"id":54095,"date":"2025-06-03T11:41:52","date_gmt":"2025-06-03T11:41:52","guid":{"rendered":"https:\/\/academy.xebia.com\/us\/?post_type=course&#038;p=54095"},"modified":"2025-09-25T17:20:01","modified_gmt":"2025-09-25T17:20:01","slug":"advanced-data-science-with-python","status":"publish","type":"course","link":"https:\/\/academy.xebia.com\/us\/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=\"097a1137\" \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=\"8c34b091\">\n\t\t<div class=\"block-group-hero__background\">\n\t\t<div class=\"hero-theme block-group-hero__hero-theme\" data-id=\"10db2920\">\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=\"3f372145\" \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=\"83f25948\"\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=\"3adac19d\">\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=\"0ba60957\">\n\t<i class=\"icon btn__show-more\" data-id=\"34b7af73\"  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=\"31f98ee2\">\n\t<i class=\"icon btn__close\" data-id=\"39f980a3\"  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=\"48d7e1a1\">\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><\/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=\"db48112a\">\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=\"6a4c1f32\"\n>\n\tTrainer Title<\/h2>\t<\/a>\t\t\t\t<\/div>\n\t\t\t\t<div\n\t\t\t\t\tclass=\"block-course-hero__review-widget block-course-hero__review-widget-spacing\"\n\t\t\t\t\taria-hidden=\"true\">\n\t\t\t\t\t<div class=\"springest-review-widget springest-review-widget-width:300 springest-review-widget-bg:FFFFFF\">\n\t<a href=\"\">\n\t\t\t<\/a>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"block-course-hero__booking-container\">\n\t\t\t\t<div class=\"booking js-booking block-course-hero__booking booking__single-column\" id=\"booking-3f666318\" data-id=\"3f666318\">\n\t\t<div class=\"booking__info\">\n\t\t<h2\tclass=\"heading booking__heading\"\n\tdata-id=\"40b009f4\"\n>\n\t<strong>Looking to upskill your team(s) or organization?<\/strong>\u00a0<\/h2><p class=\"paragraph booking__paragraph\" data-id=\"966fba19\">\n\tBrijesh 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=\"94ad845c\">\n\n\t\n\t\n\t<img\n\t\tsrc=\"\/wp-content\/uploads\/sites\/21\/2025\/05\/Brijesh-Kohli-Profile-Picture-2-e1757405354999.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=\"a53b53e6\"\n>\n\tBrijesh Kohli<br>Training Advisor<\/h2>\t\t<p class=\"paragraph author-meta__paragraph\" data-id=\"512d5ed6\">\n\t<a href=\"tel:+14049883790\">+1 (404) 988-3790<\/a><a href=\"tel:\"><br><\/a><a href=\"mailto:brijesh.kohli@xebia.com\">brijesh.kohli@xebia.com<br><\/a><a href=\"https:\/\/www.linkedin.com\/in\/brijesh-kohli\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.linkedin.com\/in\/brijesh-kohli\/<\/a><\/p>\t<\/div><a class=\"btn booking__contact\" title=\"Get in touch\" data-id=\"fc2c900d\" href=\"https:\/\/academy.xebia.com\/us\/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=\"5d1fc154\" \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=\"32560c82\" \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=\"668c51d2\" \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=\"39b1b6ca\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"8e4828c2\"\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=\"dccf220c\" \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=\"e97d6242\">\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=\"98b53c20\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"223d225a\"  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=\"723d28d8\">\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=\"766759bb\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"88868864\"  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=\"2082f18a\">\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=\"2d3db5eb\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"d7038d7b\"  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=\"1937449b\">\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=\"eb6a7d3c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"7cf19040\"  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=\"1c9869b2\">\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=\"2c8131e5\" \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=\"2cd203fd\">\n\t\n\n<div class=\"block-column\" data-id=\"3794da08\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"4b0207d8\" \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=\"aea9d7a2\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"68937d81\"\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=\"eca5aa36\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"06e004b5\" \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=\"07c765f7\" \n\t\taria-expanded=\"true\" \n\t\tid=\"e47988bf\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"405137fd\"\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=\"6a313129\"  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=\"e47988bf\" \n\t\tid=\"07c765f7\"\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=\"3a5a64f6\" \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=\"ca5229d0\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"ce95fe13\"\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=\"b7a1c17a\" \n\t\taria-expanded=\"false\" \n\t\tid=\"8d396a78\"\n\t>\n\t\t<h2\tclass=\"heading block-accordion-item__title\"\n\tdata-id=\"3c82c91a\"\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=\"441fbf7a\"  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=\"8d396a78\" \n\t\tid=\"b7a1c17a\"\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=\"681658d3\" \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=\"3e4f9f7f\">\n\t<ul\tclass=\"lists block-lists__lists\"\n\tdata-id=\"1411c1f3\"\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=\"8f06d251\" \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=\"b4dfa1b2\">\n\t\n\n<div class=\"block-column\" data-id=\"7378be74\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"97edbfa1\" \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=\"7ee0ddad\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"a26a81e2\"\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=\"359a585c\" \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=\"0166af27\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b83636e0\"  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=\"9533be02\">\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=\"04ccbc99\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"6387387c\"  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=\"f8dee2ac\">\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=\"f4cc3626\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"2abb2ff3\"  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=\"59b1c053\">\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=\"0ed1c39f\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"7698a389\"  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=\"600047d8\">\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=\"3b176fee\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"af2b474b\" \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=\"edb82978\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"902426e7\"\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=\"f982dd27\" \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=\"4093ae1c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"506b0ac9\"  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=\"0522159a\">\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=\"cfdb3b87\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"d1e19d97\"  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=\"c4e61a7f\">\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=\"18ceed8c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"74fe04ff\"  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=\"b1e54a94\">\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=\"243c7d5f\" \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=\"5b99a759\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"4f20e96b\"\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=\"fb9f1308\" \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=\"a446a930\">\n\t\n\n<div class=\"block-column\" data-id=\"c420aff4\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"3b2c203d\" \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=\"d562e689\"  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=\"7f0b618c\" \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=\"42f2e738\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"59494f3a\"\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=\"62726432\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"e8f38921\" \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=\"f1c0a2c2\"  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=\"a20c35c2\" \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=\"f2b5e593\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"384da4b3\"\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=\"5a9efad9\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"35c85924\" \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=\"db52962a\"  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=\"2cbcfe2f\" \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=\"0a059c50\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"eb19b7f0\"\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=\"ce60f06c\" \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=\"897f3e15\">\n\t<h2\tclass=\"heading block-heading__heading\"\n\tdata-id=\"a053e251\"\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=\"afa34645\" \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=\"6c614498\">\n\t\n\n<div class=\"block-column\" data-id=\"d76d590d\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"bec59d16\" \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=\"9acca9da\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"dcaddcfb\">\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=\"cf3637c2\" \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=\"78d4b147\">\n\t<p class=\"paragraph block-paragraph__paragraph\" data-id=\"8bdb662f\">\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=\"fb5ac47a\">\n\t\n\n<div \n\tclass=\"wrapper wrapper--simple\" \n\tdata-id=\"108fbfc3\" \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=\"1c53541b\">\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=\"5dd6cb4c\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"5d35bcb6\"  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=\"94f06f3d\">\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=\"aa79c635\">\n\t<i class=\"icon block-bullet-item__icon\" data-id=\"b9b26882\"  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=\"44a6615a\">\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=\"812fd4fb\" \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=\"eb65d512\"\n\tclass=\"block-course-list js-block-course-list js-block-course-list-eb65d512\"\n\t>\n\t<h2\tclass=\"heading block-course-list__heading\"\n\tdata-id=\"0cf691f1\"\n>\n\tAlso interesting for you<\/h2><a class=\"btn block-course-list__btn\" title=\"View all trainings\" data-id=\"e93b275d\" href=\"https:\/\/academy.xebia.com\/us\/training\/\">\n\t\n\t\t\t<span>View all trainings<\/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=\"eea10bc6\">\n\t<a class=\"btn course-list-item__btn course-list-item__heading-link\" title=\"Advanced Data Science with 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