{"id":5143,"date":"2023-10-05T07:33:31","date_gmt":"2023-10-05T07:33:31","guid":{"rendered":"https:\/\/statorials.org\/nl\/zelfstudies-over-machinaal-leren\/"},"modified":"2023-10-05T07:33:31","modified_gmt":"2023-10-05T07:33:31","slug":"zelfstudies-over-machinaal-leren","status":"publish","type":"page","link":"https:\/\/statorials.org\/nl\/zelfstudies-over-machinaal-leren\/","title":{"rendered":"Zelfstudies over machinaal leren"},"content":{"rendered":"<p><span style=\"color: #000000;\">Op deze pagina vindt u alle machine learning-tutorials die beschikbaar zijn op Statorials.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Inleiding tot machinaal leren<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/begeleid-versus-onbewaakt-leren\/\">Begeleid of onbewaakt leren<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/regressie-versus-classificatie\/\">Regressie- en classificatie-algoritmen<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/bias-variantie-compromis\/\">De afweging tussen bias en variantie<\/a><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>Lineaire regressie<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/lineaire-regressie-1\/\">Eenvoudige lineaire regressie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/eenvoudige-lineaire-regressie-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/eenvoudige-lineaire-regressie-in-python\/\">Python<\/a> )<br \/><\/span> <strong><a href=\"https:\/\/statorials.org\/nl\/meerdere-lineaire-regressie\/\">Meerdere lineaire regressie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/meervoudige-lineaire-regressie-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/lineaire-regressiepython\/\">Python<\/a> )<br \/><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Classificatie<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/logistische-regressie-1\/\">Logistieke regressie<\/a><\/strong> <span style=\"color: #000000;\">(R, <a href=\"https:\/\/statorials.org\/nl\/logistische-regressiepython\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/lineaire-discriminantanalyse\/\">Lineaire discriminantanalyse<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/lineaire-discriminantanalyse-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/lineaire-discriminantanalyse-in-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/kwadratische-discriminantanalyse\/\">Kwadratische discriminantanalyse<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/kwadratische-discriminantanalyse-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/kwadratische-discriminantanalyse-in-python\/\">Python<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Hoe de geschiktheid van modellen te beoordelen<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/overfitting-van-machine-learning\/\">Wat is overfitting?<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/laat-een-enkele-kruisvalidatie-achter\/\">Leave-One-Out kruisvalidatie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/laat-een-kruisvalidatie-achter-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/laat-er-een-kruisvalidatie-plaatsvinden-in-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/k-voudige-kruisvalidatie\/\">K-voudige kruisvalidatie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/k-voudige-kruisvalidatie-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/k-voudige-kruisvalidatie-in-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Modelselectie<br \/><\/span> <a href=\"https:\/\/statorials.org\/nl\/beste-selectie-van-subsets\/\">Beste subsetselectie<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/selectie-per-fase\/\">Stapsgewijze selectie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/stap-voor-stap-regressie-r\/\">R<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Regularisatie<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/regressie-van-de-bergkam\/\">Ridge-regressie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/topregressie-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/crest-regressie-in-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/lasso-regressie\/\">Lasso-regressie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/lasso-regressie-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/lasso-regressie-in-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Dimensionale reductie<br \/><\/span> <a href=\"https:\/\/statorials.org\/nl\/regressie-van-hoofdcomponenten\/\">Regressie van hoofdcomponenten<\/a><\/strong> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/nl\/hoofdcomponentenregressie-in-r\/\">(R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/hoofdcomponentenregressie-in-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/gedeeltelijke-kleinste-kwadraten\/\">Gedeeltelijke kleinste kwadraten<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/gedeeltelijke-kleinste-kwadraten-in-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/minst-gedeeltelijke-randen-in-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Geavanceerde regressiemodellen<\/span><br \/> <a href=\"https:\/\/statorials.org\/nl\/polynomiale-regressie-1\/\">Polynomiale regressie<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/polynomiale-regressie-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R<\/a> , <a href=\"https:\/\/statorials.org\/nl\/polynomiale-regressiepython\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/multivariate-adaptieve-regressiesplines\/\" rel=\"noopener noreferrer\">Multivariate adaptieve regressiesplines<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/multivariate-adaptieve-regressiesplines-in-r\/\">R<\/a> , Python)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Op bomen gebaseerde methoden<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/classificatie-en-regressiebomen\/\">Classificatie- en regressiebomen<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/classificatie-en-regressiebomen-in-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/machine-learning-in-zakken-doen\/\">Opzakken<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/inpakken-in-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/willekeurige-oefeningen\/\">Willekeurige bossen<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/willekeurige-oefening-in-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/nl\/het-machinaal-leren-stimuleren\/\">Stimuleren<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/nl\/xgboost-in-r\/\">R<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ongecontroleerd leren<\/strong><\/span> <strong><br \/><a href=\"https:\/\/statorials.org\/nl\/hoofdcomponentenanalyse-in-r\/\" rel=\"noopener noreferrer\">Hoofdcomponentenanalyse in R<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/k-betekent-groeperen-in-r\/\">K-betekent clustering in R<\/a><br \/> <a href=\"https:\/\/statorials.org\/nl\/k-medoiden-in-r\/\">K-Medoids clusteren in R<\/a><br \/><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Op deze pagina vindt u alle machine learning-tutorials die beschikbaar zijn op Statorials. Inleiding tot machinaal leren Begeleid of onbewaakt leren Regressie- en classificatie-algoritmen De afweging tussen bias en variantie Lineaire regressie Eenvoudige lineaire regressie ( R , Python ) Meerdere lineaire regressie ( R , Python ) Classificatie Logistieke regressie (R, Python ) Lineaire [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-5143","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Zelfstudies over machinaal leren<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/nl\/zelfstudies-over-machinaal-leren\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Zelfstudies over machinaal leren\" \/>\n<meta property=\"og:description\" content=\"Op deze pagina vindt u alle machine learning-tutorials die beschikbaar zijn op Statorials. 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