[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-119554-en":3,"doc-seo-119554-105":30,"detail-sidebar-cat-0-en-105":90},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},119554,1374391974564,"Clementine","https://ap-avatar.wpscdn.com/avatar/14000253aa45c000a9e?x-image-process=image/resize,m_fixed,w_180,h_180&k=1779874745381141002",8,"Research & Report","Efficient tuning of automated machine learning pipelines","This document presents research on the efficient tuning of automated machine learning pipelines, authored by Duc Anh Nguyen and published by Leiden University. It focuses on optimizing the process of automated machine learning, a critical area in contemporary artificial intelligence and data science. The research details methodologies and findings aimed at improving the speed, accuracy, and resource efficiency of machine learning model development through automation. The publication is made available through the Institutional Repository of the University of Leiden, with citation details provided for academic referencing. The work explores advanced techniques for streamlining the complex process of pipeline construction and parameter optimization in machine learning, contributing to the ongoing development of more accessible and powerful AI tools. This research is essential for both academic and industrial applications requiring advanced data analysis and predictive modeling, offering insights into making Automated Machine Learning (AutoML) more effective and scalable.","Efficient tuning of automated machine learning pipelines  \nNguyen, D.A.  \nCitation  \nNguyen, D. A. (2024, October 9). Efficient tuning of automated machine learning pipelines. Retrieved from [https://hdl.handle.net/1887/4094132](https://hdl.handle.net/1887/4094132)  \nVersion: Publisher's Version  \nLicense:  Licence agreement concerning inclusion of doctoral thesis in the Institutional Repository of the University of Leiden  \nDownloaded  \nfrom:  [https://hdl.handle.net/1887/4094132](https://hdl.handle.net/1887/4094132)  \nNote: To cite this publication please use the final published version (if applicable) .  \nEfficient Tuning of Automated Machine Learning Pipelines  \nLeiden University  \nLeiden Institute of Advanced Computer Science  \nEfficient Tuning of Automated Machine Learning Pipelines  \nDuc Anh Nguyen  \nLeiden University","cbCaikRZHm9fvm46","https://ap.wps.com/l/cbCaikRZHm9fvm46","pdf",23303455,1,2,"English","en",105,"# Introduction\n## Background\n## Methodology\n## Results\n## Conclusion","[{\"question\":\"Who is the author of this research?\",\"answer\":\"The author of this research is Duc Anh Nguyen.\"},{\"question\":\"What institution is associated with this publication?\",\"answer\":\"This publication is associated with Leiden University.\"},{\"question\":\"What is the main topic of the document?\",\"answer\":\"The main topic of the document is the efficient tuning of automated machine learning pipelines.\"}]","Efficient tuning of automated machine learning pipelines | PDF",1785724929,5,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":28},"efficient-tuning-of-automated-machine-learning-pipelines","",{"@graph":36,"@context":84},[37,53,67],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,47,50],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":21},"https://docshare.wps.com/document/","Document",{"item":48,"name":12,"@type":43,"position":49},"https://docshare.wps.com/document/research-report/",3,{"item":51,"name":13,"@type":43,"position":52},"https://docshare.wps.com/document/efficient-tuning-of-automated-machine-learning-pipelines/119554/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":23,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":41,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-08-03",true,{"@type":64,"interactionType":65,"userInteractionCount":20},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"Who is the author of this research?","Question",{"text":74,"@type":75},"The author of this research is Duc Anh Nguyen.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"What institution is associated with this publication?",{"text":79,"@type":75},"This publication is associated with Leiden University.",{"name":81,"@type":72,"acceptedAnswer":82},"What is the main topic of the document?",{"text":83,"@type":75},"The main topic of the document is the efficient tuning of automated machine learning pipelines.","https://schema.org",{"og:url":51,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":51},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":91},[92,96,100,104,108,113,118,121,126,129,133],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":21,"doc_module":4,"doc_module_name":46,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":46,"category_name":101,"show_sort_weight":102,"slug":103},"Exam",70,"exam",{"id":29,"doc_module":4,"doc_module_name":46,"category_name":105,"show_sort_weight":106,"slug":107},"Comic",60,"comic",{"id":109,"doc_module":4,"doc_module_name":46,"category_name":110,"show_sort_weight":111,"slug":112},6,"Technology",50,"technology",{"id":114,"doc_module":4,"doc_module_name":46,"category_name":115,"show_sort_weight":116,"slug":117},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":119,"slug":120},30,"research-report",{"id":122,"doc_module":4,"doc_module_name":46,"category_name":123,"show_sort_weight":124,"slug":125},9,"Religion & Spirituality",20,"religion-spirituality",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":127,"show_sort_weight":124,"slug":128},"World Cup","world-cup",{"id":130,"doc_module":4,"doc_module_name":46,"category_name":131,"show_sort_weight":130,"slug":132},10,"Lifestyle","lifestyle",{"id":134,"doc_module":4,"doc_module_name":46,"category_name":135,"show_sort_weight":29,"slug":136},19,"General","general"]