{"id":582,"date":"2025-11-09T15:29:15","date_gmt":"2025-11-09T15:29:15","guid":{"rendered":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/?page_id=582"},"modified":"2025-12-07T19:50:39","modified_gmt":"2025-12-07T19:50:39","slug":"content-2","status":"publish","type":"page","link":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/content-2\/","title":{"rendered":"CONTENT"},"content":{"rendered":"\n<p><strong>1. Introduction:<strong> Systems Thinking in Data-Driven Engineering<\/strong><\/strong> [<strong><a href=\"https:\/\/drive.google.com\/file\/d\/1s7eulRVaDuhJSfWjEJwvy9Ujm9z-YVaV\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">PDF<\/a><\/strong>]<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Modern analytical architectures<\/li>\n\n\n\n<li>Mapping data pipelines to use cases<\/li>\n\n\n\n<li>Assessment: Concept map of a smart engineering system<\/li>\n<\/ol>\n\n\n\n<p><strong>2. Managing data for data driven engineering<\/strong> [<a href=\"https:\/\/drive.google.com\/file\/d\/1on7lWRtXShZHHffS39SU4Ff0FcvSG61-\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>PDF<\/strong><\/a>] [<a href=\"https:\/\/drive.google.com\/file\/d\/1Xw4bERl2FI1YAnXsyyI3kGzqE_4bsz9_\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>PDF<\/strong><\/a>]<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Data collections life cycle<\/li>\n\n\n\n<li>Data and processes curation\n<ul class=\"wp-block-list\">\n<li>Data curation &amp; processes curation<\/li>\n\n\n\n<li>Quantitative vs Qualitive Approaches<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Provenance and reproducibility<\/li>\n<\/ol>\n\n\n\n<p><strong>3. Designing experiments<\/strong> [<a href=\"https:\/\/docs.google.com\/presentation\/d\/1Zjo3ffsbAxzZMlhRcidA_1Rdrz9K9wMk\/edit?usp=sharing&amp;ouid=106532920956410672496&amp;rtpof=true&amp;sd=true\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>PDF<\/strong><\/a>] <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data Science Pipeline: definition and phases<\/li>\n\n\n\n<li>Data analytics algorithms, models and tools<\/li>\n<\/ul>\n\n\n\n<p><strong>4. From cleaning to prediction in practice<\/strong> [<strong><a href=\"https:\/\/drive.google.com\/file\/d\/1iSddLvVzCsIfhRM0AxreZ4h5RldB_sGo\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">PDF<\/a><\/strong>]<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data cleaning, preparation and quality\n<ul class=\"wp-block-list\">\n<li>Exploring and preparing data collections for building corpora<\/li>\n\n\n\n<li>Data Quality: bias &amp; responsibility<\/li>\n\n\n\n<li>Understanding datasets\n<ul class=\"wp-block-list\">\n<li>Statistical method<\/li>\n\n\n\n<li>Machine learning method<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Prediction with linear regression and random forest<\/li>\n\n\n\n<li>Communicating results<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. Introduction: Systems Thinking in Data-Driven Engineering [PDF] 2. Managing data for data driven engineering [PDF] [PDF] 3. Designing experiments [PDF] 4. From cleaning to prediction in practice [PDF]<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width.php","meta":{"footnotes":""},"class_list":["post-582","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/pages\/582","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/comments?post=582"}],"version-history":[{"count":4,"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/pages\/582\/revisions"}],"predecessor-version":[{"id":613,"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/pages\/582\/revisions\/613"}],"wp:attachment":[{"href":"http:\/\/vargas-solar.com\/data-centric-smart-everything\/wp-json\/wp\/v2\/media?parent=582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}