{"id":415,"date":"2024-08-20T12:16:50","date_gmt":"2024-08-20T11:16:50","guid":{"rendered":"https:\/\/idea.gm.th-koeln.de\/?page_id=415"},"modified":"2025-12-15T23:05:40","modified_gmt":"2025-12-15T22:05:40","slug":"spot","status":"publish","type":"page","link":"https:\/\/www.spotseven.de\/?page_id=415","title":{"rendered":"SPOT"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Publications<\/h2>\n\n\n\n<p>Sequential Parameter Optimization Documentation <\/p>\n\n\n\n<p><a href=\"https:\/\/sequential-parameter-optimization.github.io\/spotoptim\">https:\/\/sequential-parameter-optimization.github.io\/spotoptim<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Sequential Parameter Optimization Cookbook<\/h3>\n\n\n\n<p><a href=\"https:\/\/sequential-parameter-optimization.github.io\/spotoptim-cookbook\">https:\/\/sequential-parameter-optimization.github.io\/spotoptim-cookbook<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Hyperparameter-Tuning Cookbook<\/h3>\n\n\n\n<p>The Hyperparameter-Tuning Cookbook can be downloaded for free from: <a href=\"https:\/\/sequential-parameter-optimization.github.io\/Hyperparameter-Tuning-Cookbook\/\">https:\/\/sequential-parameter-optimization.github.io\/Hyperparameter-Tuning-Cookbook\/<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Online Machine Learning: Eine praxisorientierte Einf\u00fchrung &#8211; 2. Auflage<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-658-46162-1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"422\" height=\"616\" data-attachment-id=\"542\" data-permalink=\"https:\/\/www.spotseven.de\/?attachment_id=542\" data-orig-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_2ed_small.png?fit=422%2C616&amp;ssl=1\" data-orig-size=\"422,616\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"oml_2ed_small\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_2ed_small.png?fit=422%2C616&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/idea.gm.th-koeln.de\/wp-content\/uploads\/2024\/11\/oml_2ed_small.png?resize=422%2C616&#038;ssl=1\" alt=\"\" class=\"wp-image-542\" style=\"width:100px\" srcset=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_2ed_small.png?w=422&amp;ssl=1 422w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_2ed_small.png?resize=343%2C500&amp;ssl=1 343w\" sizes=\"auto, (max-width: 422px) 100vw, 422px\" \/><\/a><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Overview:\n<ul class=\"wp-block-list\">\n<li>Zeigt die Vorteile von Online Machine Learning gegen\u00fcber Batch Machine Learning<\/li>\n\n\n\n<li>Bietet Wissen und Einsch\u00e4tzungen von erfahrenen Experten<\/li>\n\n\n\n<li>Mit Quelltext und Beispielen f\u00fcr die Anwendung in der Praxis<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Mehr:\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-658-46162-1\">https:\/\/link.springer.com\/book\/10.1007\/978-3-658-46162-1<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Online Machine Learning: A Practical Guide with Examples in Python<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"402\" height=\"612\" data-attachment-id=\"544\" data-permalink=\"https:\/\/www.spotseven.de\/?attachment_id=544\" data-orig-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_en_cover.png?fit=402%2C612&amp;ssl=1\" data-orig-size=\"402,612\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"oml_en_cover\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_en_cover.png?fit=402%2C612&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/idea.gm.th-koeln.de\/wp-content\/uploads\/2024\/11\/oml_en_cover.png?resize=402%2C612&#038;ssl=1\" alt=\"\" class=\"wp-image-544\" style=\"width:100px\" srcset=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_en_cover.png?w=402&amp;ssl=1 402w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/oml_en_cover.png?resize=328%2C500&amp;ssl=1 328w\" sizes=\"auto, (max-width: 402px) 100vw, 402px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Overview:\n<ul class=\"wp-block-list\">\n<li>Presents systematic comparison of OML and BML in terms of performance, time and memory requirements<\/li>\n\n\n\n<li>Explains how OML can be customized by hyperparameter tuning<\/li>\n\n\n\n<li>Accompanied with continuously-updated code and material in the GitHub repository<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>More:\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-981-99-7007-0\">https:\/\/link.springer.com\/book\/10.1007\/978-981-99-7007-0<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Hyperparameter Tuning for Machine and Deep Learning in R &#8211; A Practical Guide<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-981-19-5170-1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"408\" height=\"618\" data-attachment-id=\"539\" data-permalink=\"https:\/\/www.spotseven.de\/?attachment_id=539\" data-orig-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/hpt_cover_small_2.png?fit=408%2C618&amp;ssl=1\" data-orig-size=\"408,618\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"hpt_cover_small_2\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/hpt_cover_small_2.png?fit=408%2C618&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/idea.gm.th-koeln.de\/wp-content\/uploads\/2024\/11\/hpt_cover_small_2.png?resize=408%2C618&#038;ssl=1\" alt=\"\" class=\"wp-image-539\" style=\"width:100px\" srcset=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/hpt_cover_small_2.png?w=408&amp;ssl=1 408w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/hpt_cover_small_2.png?resize=330%2C500&amp;ssl=1 330w\" sizes=\"auto, (max-width: 408px) 100vw, 408px\" \/><\/a><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Overview:\n<ul class=\"wp-block-list\">\n<li>Provides hands-on examples that illustrate how hyperparameter tuning can be applied in industry and academia<\/li>\n\n\n\n<li>Gives deep insights into the working mechanisms of machine learning and deep learning<\/li>\n\n\n\n<li>This book is open access, which means that you have free and unlimited access<\/li>\n\n\n\n<li>Includes code that equips readers to achieve better results with less time, costs, and effort<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>More:\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-981-19-5170-1\">https:\/\/link.springer.com\/book\/10.1007\/978-981-19-5170-1<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Software<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">spotPython<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"81\" data-attachment-id=\"524\" data-permalink=\"https:\/\/www.spotseven.de\/?attachment_id=524\" data-orig-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?fit=2272%2C180&amp;ssl=1\" data-orig-size=\"2272,180\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"spotpython_pic\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?fit=1024%2C81&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/idea.gm.th-koeln.de\/wp-content\/uploads\/2024\/11\/spotpython_pic-1024x81.png?resize=1024%2C81&#038;ssl=1\" alt=\"\" class=\"wp-image-524\" srcset=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=1024%2C81&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=750%2C59&amp;ssl=1 750w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=500%2C40&amp;ssl=1 500w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=768%2C61&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=1536%2C122&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=2048%2C162&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=720%2C57&amp;ssl=1 720w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotpython_pic.png?resize=560%2C44&amp;ssl=1 560w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Documentation: <a href=\"https:\/\/sequential-parameter-optimization.github.io\/spotPython\/\">https:\/\/sequential-parameter-optimization.github.io\/spotPython\/<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">spotRiver<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"81\" data-attachment-id=\"527\" data-permalink=\"https:\/\/www.spotseven.de\/?attachment_id=527\" data-orig-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?fit=2244%2C178&amp;ssl=1\" data-orig-size=\"2244,178\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"spotriver_pic\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?fit=1024%2C81&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/idea.gm.th-koeln.de\/wp-content\/uploads\/2024\/11\/spotriver_pic-1024x81.png?resize=1024%2C81&#038;ssl=1\" alt=\"\" class=\"wp-image-527\" srcset=\"https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=1024%2C81&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=750%2C59&amp;ssl=1 750w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=500%2C40&amp;ssl=1 500w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=768%2C61&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=1536%2C122&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=2048%2C162&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=720%2C57&amp;ssl=1 720w, https:\/\/i0.wp.com\/www.spotseven.de\/wp-content\/uploads\/2024\/11\/spotriver_pic.png?resize=560%2C44&amp;ssl=1 560w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Documentation: <a href=\"https:\/\/sequential-parameter-optimization.github.io\/spotRiver\/\">https:\/\/sequential-parameter-optimization.github.io\/spotRiver\/<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Publications Sequential Parameter Optimization Documentation https:\/\/sequential-parameter-optimization.github.io\/spotoptim Sequential Parameter Optimization Cookbook https:\/\/sequential-parameter-optimization.github.io\/spotoptim-cookbook Hyperparameter-Tuning Cookbook The Hyperparameter-Tuning Cookbook can be downloaded for &hellip; <a class=\"more-link\" href=\"https:\/\/www.spotseven.de\/?page_id=415\">More<\/a><\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"footnotes":""},"class_list":["post-415","page","type-page","status-publish","hentry",""],"acf":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack-related-posts":[],"jetpack_shortlink":"https:\/\/wp.me\/P2DCPK-6H","_links":{"self":[{"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/pages\/415","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.spotseven.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=415"}],"version-history":[{"count":17,"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/pages\/415\/revisions"}],"predecessor-version":[{"id":1090,"href":"https:\/\/www.spotseven.de\/index.php?rest_route=\/wp\/v2\/pages\/415\/revisions\/1090"}],"wp:attachment":[{"href":"https:\/\/www.spotseven.de\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=415"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}