{"id":7109,"date":"2020-04-20T15:04:14","date_gmt":"2020-04-20T13:04:14","guid":{"rendered":"https:\/\/kovacsgyulacoach.hu\/?p=7109"},"modified":"2022-04-27T17:31:08","modified_gmt":"2022-04-27T15:31:08","slug":"nostradamus-kihelyezett-trening","status":"publish","type":"post","link":"https:\/\/kovacsgyulacoach.hu\/nostradamus-kihelyezett-trening\/","title":{"rendered":"Nostradamus"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7109\" class=\"elementor elementor-7109\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-34c0e5d0 ot-traditional elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"34c0e5d0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b78b119 ot-flex-column-vertical\" data-id=\"3b78b119\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b21df4b elementor-widget elementor-widget-text-editor\" data-id=\"4b21df4b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h5><span style=\"color: #000000;\">\/\/ K\u00c9PZ\u00c9S C\u00c9LJA<\/span><\/h5>\n<span style=\"color: #000000;\"><strong><em>Predikt\u00edv adatelemz\u00e9s A-t\u0151l Z-ig<\/em><\/strong><\/span>\n\n<span style=\"color: #000000;\">Vajon mennyire lehet el\u0151rejelezni\u00a0 a j\u00f6v\u0151t? Emberis\u00e9g egyik \u0151si k\u00e9rd\u00e9se. A modern adatelemz\u00e9si m\u00f3dszertanok seg\u00edts\u00e9g\u00e9vel egyre t\u00f6bb c\u00e9g k\u00e9sz\u00edt \u00fan. predikt\u00edv modellt, azaz olyan modellt melynek seg\u00edts\u00e9g\u00e9vel el\u0151rejelezhet\u0151 valamilyen m\u00e9rt\u00e9kben a j\u00f6v\u0151.<\/span>\n\n<span style=\"color: #000000;\"><strong>Rengeteg elemz\u0151 eszk\u00f6z \u00e1ll rendelkez\u00e9s\u00fcnkre ilyen modellek elk\u00e9sz\u00edt\u00e9s\u00e9re, de \u00f6nmag\u00e1ban a technol\u00f3gia ismerete nem garancia arra, hogy az elk\u00e9sz\u00fclt predikt\u00edv modell t\u00e9nyleg alkalmas \u00fczleti c\u00e9l\u00fa hasznos\u00edt\u00e1sra.\u00a0<\/strong><\/span>\n\n<span style=\"color: #000000;\">A kurzus c\u00e9lja a predikt\u00edv modellez\u00e9s l\u00e9p\u00e9seinek r\u00e9szletes bemutat\u00e1sa k\u00fcl\u00f6nb\u00f6z\u0151 esettanulm\u00e1nyokon kereszt\u00fcl:<\/span>\n<ul>\n \t<li><span style=\"color: #000000;\">Hogyan jelezz\u00fck el\u0151re egy \u00e9rt\u00e9kes\u00edt\u0151 felmond\u00e1s\u00e1t<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Hogyan jelezz\u00fck el\u0151re egy m\u00e9rk\u0151z\u00e9s eredm\u00e9ny\u00e9t? \u00c9s hogy lehet ezzel p\u00e9nzt keresni? Lehet\u00fcnk okosabb, mint a fogad\u00e1si iroda?<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Mi\u00e9rt neh\u00e9z a csal\u00e1sokat detekt\u00e1lni? Mit tegy\u00fcnk, ha a c\u00e9lv\u00e1ltoz\u00f3 \u201czajos\u201d?<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Hogyan detekt\u00e1lhat\u00f3k az \u201calv\u00f3 oroszl\u00e1nok\u201d? (nehogy fel\u00e9bressz\u00fck \u0151ket!)<\/span><\/li>\n<\/ul>\n<h5><span style=\"color: #000000;\">\/\/ K\u00c9PZ\u00c9S TEMATIK\u00c1JA<\/span><\/h5>\n<span style=\"color: #000000;\">Az el\u0151ad\u00e1sok tartalmaznak elm\u00e9leti \u00e9s gyakorlati blokkokat, ahol a gyakorlatok IBM Watsonban\/Modelerben \u00e9s Pythonban k\u00e9sz\u00fclnek.<\/span>\n\n<span style=\"color: #000000;\"><strong>A r\u00e9sztvev\u0151k a kurzus alatt bemutatott demonstr\u00e1ci\u00f3s c\u00e9l\u00fa Python k\u00f3dokat megkapj\u00e1k.\u00a0<\/strong><\/span>\n\n<span style=\"color: #000000;\"><strong>Elm\u00e9leti blokk<\/strong><\/span>\n<span style=\"color: #000000;\">A kurzus els\u0151 napja a fel\u00fcgyelt tan\u00edt\u00e1s alapjait mutatja be:<\/span>\n<ul>\n \t<li><span style=\"color: #000000;\">Fel\u00fcgyelt tan\u00edt\u00e1sok (predikt\u00edv modellez\u00e9s) c\u00e9lja \u2013 t\u00e9veszm\u00e9k \u00e9s val\u00f3s\u00e1g \u00f6sszehasonl\u00edt\u00e1sa<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Fel\u00fcgyelt algoritmusok bemutat\u00e1sa, hol \u00e9s hogyan alkalmazz\u00e1k ezeket az \u00fczleti \u00e9letben<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Tan\u00edt\u00f3 \u00e9s tesztadatb\u00e1zis l\u00e9trehoz\u00e1s\u00e1nak alapelvei \u00e9s csapd\u00e1i.<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Hogyan cs\u00f6kkents\u00fck a t\u00faltanul\u00e1s val\u00f3sz\u00edn\u0171s\u00e9g\u00e9t vs,\u00a0 hogyan n\u00f6velhet\u0151 egy modell id\u0151beli stabilit\u00e1sa?<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Mit tehet\u00fcnk ha a c\u00e9lv\u00e1ltoz\u00f3 zajos? (fraud detekt\u00e1l\u00e1s)<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Hogyan \u00e9rt\u00e9kelj\u00fck ki a modelleket (Lift, AUC \u00e9s t\u00e1rsai)?<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Hogyan lehet a \u00fczletileg hasznos\u00edtani a kapott modelleket?<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Uplift modellek elm\u00e9leti h\u00e1ttere \u00e9s ezek alkalmaz\u00e1sa kamp\u00e1nyokban.<\/span><\/li>\n<\/ul>\n<span style=\"color: #000000;\"><strong>Gyakorlati blokk<\/strong><\/span>\n<ul>\n \t<li><span style=\"color: #000000;\">Algoritmusok bemutat\u00e1sa: (i) fel\u00fcgyelt algoritmusok (C5.0, Chaid d\u00f6nt\u00e9si fa, Random Trees, Gradinet boosting, &#8230;) \u00e9s (ii) nem fel\u00fcgyelt algoritmusok (K-Means, Twos-step, &#8230;)<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Tan\u00edt\u00f3 \u00e9s tesztadatb\u00e1zis l\u00e9trehoz\u00e1sa<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Modellez\u00e9s, algoritmusok param\u00e9terez\u00e9se, n\u00e9h\u00e1ny modellez\u00e9si p\u00e9lda: (i) \u00e9rt\u00e9kes\u00edt\u0151k elv\u00e1ndorl\u00e1s\u00e1nak el\u0151rejelz\u00e9se, (ii) csal\u00e1s detekt\u00e1l\u00e1s, (iii) x-sell modell k\u00e9sz\u00edt\u00e9se (IBM Modeler, Python)<\/span><\/li>\n \t<li><span style=\"color: #000000;\">Ki\u00e9rt\u00e9kel\u0151 f\u00fcggv\u00e9nyek (Gains, Lift, AUC) programoz\u00e1sa \u00e9s alkamaz\u00e1sa tan\u00edt\u00f3 \u00e9s teszt adatokon.<\/span><\/li>\n<\/ul>\n<h5><span style=\"color: #000000;\">\/\/ KIKNEK AJ\u00c1NLOM?<\/span><\/h5>\n<span style=\"color: #000000;\">Adatelemz\u0151knek, adatm\u00e9rn\u00f6k\u00f6knek, BI szak\u00e9rt\u0151knek, de v\u00e9g\u00fcl is mindenkinek, aki szereti az adatok vil\u00e1g\u00e1t!<\/span>\n<h5><span style=\"color: #000000;\">\/\/ MIKOR \u00c9S HOL?<\/span><\/h5>\n<span style=\"color: #000000;\">Napjainkban nagyon n\u00e9pszer\u0171ek az online workshopok. Azonban jelenleg kis csoportos foglalkoz\u00e1sok keret\u00e9ben tartom a k\u00e9pz\u00e9seket (maxim\u00e1lisan 6 f\u0151). A szem\u00e9lyes oktat\u00e1s sz\u00e1momra egy k\u00fcldet\u00e9s \u2013 hiszek abban, hogy val\u00f3di tud\u00e1s\u00e1tad\u00e1s csak szem\u00e9lyes keretek k\u00f6zt t\u00f6rt\u00e9nhet. A k\u00e9pz\u00e9s sor\u00e1n sz\u00e1mos gyakorlati p\u00e9ld\u00e1t oldunk meg. A tapasztalatom az, hogy a k\u00f6z\u00f6s feladat megold\u00e1sok inspir\u00e1lj\u00e1k a hallgat\u00f3s\u00e1got.<\/span>\n<h6><span style=\"color: #ff6600;\"><em>C\u00e9gek k\u00e9rhetnek kihelyezett tr\u00e9ninget minimum 3 f\u0151s l\u00e9tsz\u00e1mt\u00f3l. Ebben az esetben az id\u0151pont \u00e9s helysz\u00edn k\u00f6z\u00f6s egyeztet\u00e9s alapj\u00e1n ker\u00fcl v\u00e9gleges\u00edt\u00e9sre.<\/em><\/span><\/h6>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77f21f8 elementor-widget elementor-widget-text-editor\" data-id=\"77f21f8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f4477-o1\" lang=\"hu-HU\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/wp-json\/wp\/v2\/posts\/7109#wpcf7-f4477-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Kapcsolatfelv\u00e9teli \u0171rlap\" novalidate=\"novalidate\" data-status=\"init\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"4477\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.7.7\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"hu_HU\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f4477-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<div class=\"main-form\">\n\t<h3 style=\"color:white;\">Regisztr\u00e1ci\u00f3\/\u00e9rdekl\u0151d\u00e9s\n\t<\/h3>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"N\u00e9v *\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-email wpcf7-validates-as-required wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Email *\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"tel-928\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-tel wpcf7-validates-as-required wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Telefon *\" value=\"\" type=\"tel\" name=\"tel-928\" \/><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"radio-175\"><span class=\"wpcf7-form-control wpcf7-radio\"><span class=\"wpcf7-list-item first\"><label><input type=\"radio\" name=\"radio-175\" value=\"Regisztr\u00e1ci\u00f3\" checked=\"checked\" \/><span class=\"wpcf7-list-item-label\">Regisztr\u00e1ci\u00f3<\/span><\/label><\/span><span class=\"wpcf7-list-item last\"><label><input type=\"radio\" name=\"radio-175\" value=\"\u00c9rdekl\u0151d\u00e9s\" \/><span class=\"wpcf7-list-item-label\">\u00c9rdekl\u0151d\u00e9s<\/span><\/label><\/span><\/span><\/span>\n\t<\/p>\n\t<h5 style=\"color:white;\">Online tr\u00e9ningek:\n\t<\/h5>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"checkbox-564\"><span class=\"wpcf7-form-control wpcf7-checkbox\"><span class=\"wpcf7-list-item first\"><label><span class=\"wpcf7-list-item-label\">SHERLOCK<\/span><input type=\"checkbox\" name=\"checkbox-564[]\" value=\"SHERLOCK\" \/><\/label><\/span><span class=\"wpcf7-list-item\"><label><span class=\"wpcf7-list-item-label\">PICASSO<\/span><input type=\"checkbox\" name=\"checkbox-564[]\" value=\"PICASSO\" \/><\/label><\/span><span class=\"wpcf7-list-item last\"><label><span class=\"wpcf7-list-item-label\">NOSTRADAMUS<\/span><input type=\"checkbox\" name=\"checkbox-564[]\" value=\"NOSTRADAMUS\" \/><\/label><\/span><\/span><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"checkbox-565\"><span class=\"wpcf7-form-control wpcf7-checkbox\"><span class=\"wpcf7-list-item first last\"><label><span class=\"wpcf7-list-item-label\">TuesData mini online tr\u00e9ningsorozat<\/span><input type=\"checkbox\" name=\"checkbox-565[]\" value=\"TuesData mini online tr\u00e9ningsorozat\" \/><\/label><\/span><\/span><\/span>\n\t<\/p>\n\t<h5 style=\"color:white;\">Kihelyezett tr\u00e9ningek:\n\t<\/h5>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"checkbox-566\"><span class=\"wpcf7-form-control wpcf7-checkbox\"><span class=\"wpcf7-list-item first\"><label><span class=\"wpcf7-list-item-label\">SHERLOCK<\/span><input type=\"checkbox\" name=\"checkbox-566[]\" value=\"SHERLOCK\" \/><\/label><\/span><span class=\"wpcf7-list-item\"><label><span class=\"wpcf7-list-item-label\">PICASSO<\/span><input type=\"checkbox\" name=\"checkbox-566[]\" value=\"PICASSO\" \/><\/label><\/span><span class=\"wpcf7-list-item\"><label><span class=\"wpcf7-list-item-label\">PICASSO szkeccs<\/span><input type=\"checkbox\" name=\"checkbox-566[]\" value=\"PICASSO szkeccs\" \/><\/label><\/span><span class=\"wpcf7-list-item\"><label><span class=\"wpcf7-list-item-label\">NOSTRADAMUS<\/span><input type=\"checkbox\" name=\"checkbox-566[]\" value=\"NOSTRADAMUS\" \/><\/label><\/span><span class=\"wpcf7-list-item last\"><label><span class=\"wpcf7-list-item-label\">Csapat\u00e9p\u00edt\u00e9s<\/span><input type=\"checkbox\" name=\"checkbox-566[]\" value=\"Csapat\u00e9p\u00edt\u00e9s\" \/><\/label><\/span><\/span><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"checkbox-567\"><span class=\"wpcf7-form-control wpcf7-checkbox\"><span class=\"wpcf7-list-item first\"><label><span class=\"wpcf7-list-item-label\">On-the-job tr\u00e9ning<\/span><input type=\"checkbox\" name=\"checkbox-567[]\" value=\"On-the-job tr\u00e9ning\" \/><\/label><\/span><span class=\"wpcf7-list-item last\"><label><span class=\"wpcf7-list-item-label\">Szem\u00e9lyi edz\u00e9s<\/span><input type=\"checkbox\" name=\"checkbox-567[]\" value=\"Szem\u00e9lyi edz\u00e9s\" \/><\/label><\/span><\/span><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\" placeholder=\"Megjegyz\u00e9s...\" name=\"your-message\"><\/textarea><\/span>\n\t<\/p>\n\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance-928\"><span class=\"wpcf7-form-control wpcf7-acceptance\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance-928\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">Elfogadom az adatkezel\u00e9s\u00e9re vonatkoz\u00f3 <a href=\"\/adatvedelmi-iranyelvek\" target=\"_blank\">ir\u00e1nyelveket.<\/a><\/span><\/label><\/span><\/span><\/span><br \/>\n<button type=\"submit\" class=\"octf-btn octf-btn-light\">K\u00fcld\u00e9s<\/button>\n\t<\/p>\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Predikt\u00edv adatelemz\u00e9s A-t\u0151l Z-ig<br \/>\nVajon mennyire lehet el\u0151rejelezni\u00a0 a j\u00f6v\u0151t? Emberis\u00e9g egyik \u0151si k\u00e9rd\u00e9se. A modern adatelemz\u00e9si m\u00f3dszertanok seg\u00edts\u00e9g\u00e9vel egyre t\u00f6bb c\u00e9g k\u00e9sz\u00edt \u00fan. predikt\u00edv modellt, azaz olyan modellt melynek seg\u00edts\u00e9g\u00e9vel el\u0151rejelezhet\u0151 valamilyen m\u00e9rt\u00e9kben a j\u00f6v\u0151.<\/p>\n","protected":false},"author":4,"featured_media":6042,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none"},"categories":[97],"tags":[100,101,87],"_links":{"self":[{"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/posts\/7109"}],"collection":[{"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/comments?post=7109"}],"version-history":[{"count":14,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/posts\/7109\/revisions"}],"predecessor-version":[{"id":7301,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/posts\/7109\/revisions\/7301"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/media\/6042"}],"wp:attachment":[{"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/media?parent=7109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/categories?post=7109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kovacsgyulacoach.hu\/wp-json\/wp\/v2\/tags?post=7109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}