{"id":89065,"date":"2025-05-27T17:24:27","date_gmt":"2025-05-27T15:24:27","guid":{"rendered":"https:\/\/www.sixsigmaclub.de\/event\/workshop-statistical-modeling-machine-learning\/"},"modified":"2026-08-13T09:59:45","modified_gmt":"2026-08-13T07:59:45","slug":"workshop-statistical-modeling-machine-learning","status":"publish","type":"tribe_events","link":"https:\/\/www.sixsigmaclub.de\/en\/event\/workshop-statistical-modeling-machine-learning\/","title":{"rendered":"Module 3: Statistical Modeling &#038; Machine Learning"},"content":{"rendered":"<p data-start=\"212\" data-end=\"449\">Participants will gain in-depth knowledge of modern data modeling, be able to effectively integrate ML techniques into their work, and confidently support data-driven decisions for process improvements.<\/p>\n<p data-start=\"451\" data-end=\"674\"><strong>Key topics of this module:<\/strong><\/p>\n<p data-start=\"451\" data-end=\"674\">\u27a1 Multivariate methods and classical regression models (refresher) to refresh statistical basics.<br \/>\n\u27a1 Introduction to data orchestration and machine learning &#8211; understanding supervised and unsupervised learning.<br \/>\n\u27a1 Model development using Python, including data preparation, feature engineering, and validation.<br \/>\n\u27a1 Classification and regression methods such as decision trees, Naive Bayes or neural networks.<br \/>\n\u27a1 Differences between classical and ML-based models, including fields of application and limitations.<br \/>\n\u27a1 Practical application of ML methods for process optimization, including visualization and interpretation.<br \/>\n\u27a1 Confident handling of model quality, cross-validation and model comparison for well-founded decisions.<\/p>\n<div class=\"elementor-element elementor-element-26657b5 elementor-widget elementor-widget-text-editor\" data-id=\"26657b5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<h3><strong>Dates (ONLINE)<\/strong><\/h3>\n<p>Dates (ONLINE)<br \/>\n&#8211; May 4, 2026. 8:00 a.m. to 5:00 p.m.<br \/>\n&#8211; May 5, 2026. 8:00 a.m. to 12:30 p.m.<br \/>\n&#8211; May 6, 2026. 8:00 a.m. to 12:30 p.m.<br \/>\nDo you have any questions or would you like to participate? We look forward to hearing from you.    <\/p>\n<p><strong>Become part of the Data Excellence Experience &#8211; we look forward to your participation!<br \/>\n<\/strong>Further modules and information: <a href=\"https:\/\/www.sixsigmaclub.de\/en\/data-excellence-experience\/\">LINK<\/a><\/p>\n<p>_________________________________________________________________________<\/p>\n<p><a href=\"https:\/\/www.qz-online.de\/termin\"><img decoding=\"async\" class=\"size-full wp-image-3253 alignleft\" src=\"https:\/\/www.sixsigmaclub.de\/wp-content\/uploads\/Logo_QZ-online.jpg\" alt=\"\" width=\"150\" height=\"67\"><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>You can find more interesting events related to quality management in the <a href=\"https:\/\/www.qz-online.de\/termin\" target=\"_blank\" rel=\"noopener\">QZ-online.de<\/a> calendar at<br \/>\n__________________________________________________________________________<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Participants will gain in-depth knowledge of modern data modeling, be able to effectively integrate ML techniques into their work, and confidently support data-driven decisions for process improvements. Key topics of [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"tags":[321,304,328,329],"tribe_events_cat":[293,333],"class_list":["post-89065","tribe_events","type-tribe_events","status-publish","hentry","tag-ai","tag-minitab-en","tag-ml-en","tag-python-en","tribe_events_cat-essc-d-workshop-training-en","tribe_events_cat-module-training","cat_essc-d-workshop-training-en","cat_module-training"],"ticketed":false,"_links":{"self":[{"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tribe_events\/89065","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/users\/16"}],"version-history":[{"count":1,"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tribe_events\/89065\/revisions"}],"predecessor-version":[{"id":90296,"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tribe_events\/89065\/revisions\/90296"}],"wp:attachment":[{"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/media?parent=89065"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tags?post=89065"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/www.sixsigmaclub.de\/en\/wp-json\/wp\/v2\/tribe_events_cat?post=89065"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}