{"id":7129,"date":"2022-05-04T20:13:48","date_gmt":"2022-05-05T00:13:48","guid":{"rendered":"https:\/\/melindaozel.com\/?page_id=7129"},"modified":"2026-05-04T14:03:05","modified_gmt":"2026-05-04T18:03:05","slug":"consulting","status":"publish","type":"page","link":"https:\/\/melindaozel.com\/cs\/services\/consulting\/","title":{"rendered":"Poradenstv\u00ed v oblasti obli\u010dejov\u00fdch syst\u00e9m\u016f"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7129\" class=\"elementor elementor-7129\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b6893fd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b6893fd\" data-element_type=\"section\" data-e-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-e6f6f3f\" data-id=\"e6f6f3f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9a94f64 elementor-widget elementor-widget-heading\" data-id=\"9a94f64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Poradenstv\u00ed v oblasti obli\u010dejov\u00fdch syst\u00e9m\u016f\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-361fb6b elementor-widget elementor-widget-text-editor\" data-id=\"361fb6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>T\u00fdm\u016fm, kter\u00e9 vyv\u00edjej\u00ed AI pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, \u010dasto chyb\u00ed systematick\u00e9 postupy pro hodnocen\u00ed chov\u00e1n\u00ed. Nedok\u00e1\u017eou spolehliv\u011b ur\u010dit, kter\u00fd model je lep\u0161\u00ed, pro\u010d doch\u00e1z\u00ed k selh\u00e1n\u00ed rozpozn\u00e1v\u00e1n\u00ed v\u00fdraz\u016f nebo kde v procesn\u00edm \u0159et\u011bzci probl\u00e9m vznik\u00e1. Navrhuji hodnot\u00edc\u00ed r\u00e1mce, kter\u00e9 umo\u017e\u0148uj\u00ed tyto probl\u00e9my diagnostikovat. Zahrnuj\u00ed hodnocen\u00ed stavu modelu, diagnostiku dat, standardy anotace a intern\u00ed dokumentaci, d\u00edky n\u00ed\u017e budou tyto syst\u00e9my funk\u010dn\u00ed i po m\u00e9m odchodu.<\/p><p>R\u00e1mce, kter\u00e9 klient\u016fm nab\u00edz\u00edm, vych\u00e1zej\u00ed z m\u00fdch zku\u0161enost\u00ed s budov\u00e1n\u00edm rozs\u00e1hl\u00e9 infrastruktury pro zpracov\u00e1n\u00ed dat o obli\u010deji. Ve spole\u010dnosti Meta jsem definoval standardy anotace a protokoly sb\u011bru dat, na nich\u017e je zalo\u017eeno sledov\u00e1n\u00ed obli\u010deje v za\u0159\u00edzen\u00ed Quest Pro, \u010d\u00edm\u017e jsem zajistil <a href=\"https:\/\/patents.justia.com\/inventor\/melinda-ozel\" target=\"_blank\" rel=\"noopener\">t\u0159i patenty v oblasti animace avatar\u016f<\/a>. Od t\u00e9 doby jsem vyvinul r\u00e1mce pro vyhodnocov\u00e1n\u00ed model\u016f ve spole\u010dnosti Flawless AI a vytvo\u0159il standardy pro detekci v\u00fdraz\u016f ve spole\u010dnosti Affectiva.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-ee77d7d e-flex e-con-boxed e-con e-parent\" data-id=\"ee77d7d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-aeaf989 e-con-full e-flex e-con e-child\" data-id=\"aeaf989\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb75c71 elementor-widget elementor-widget-image\" data-id=\"cb75c71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14637\" alt=\"Epic Games - Poradenstv\u00ed FACS pro MetaHuman a Digital Humans\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7b45b2 e-con-full e-flex e-con e-child\" data-id=\"f7b45b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59bf0cc elementor-widget elementor-widget-image\" data-id=\"59bf0cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14639\" alt=\"Larian Studios - \u0160kolen\u00ed animace obli\u010deje a FACS\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfae26c e-con-full e-flex e-con e-child\" data-id=\"cfae26c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73b281c elementor-widget elementor-widget-image\" data-id=\"73b281c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14638\" alt=\"ILM - Industrial Light &amp; Magic Zdroje pro v\u00fdraz obli\u010deje\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1dc5e94 e-con-full e-flex e-con e-child\" data-id=\"1dc5e94\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f573ff3 elementor-widget elementor-widget-image\" data-id=\"f573ff3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14640\" alt=\"Meta - V\u00fdzkum chov\u00e1n\u00ed obli\u010deje a digit\u00e1ln\u00ed avatary\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0569a9d e-con-full e-flex e-con e-child\" data-id=\"0569a9d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-870008e elementor-widget elementor-widget-image\" data-id=\"870008e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14642\" alt=\"Netflix - \u0160kolen\u00ed animace a v\u00fdrazu obli\u010deje\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e87d04d e-con-full e-flex e-con e-child\" data-id=\"e87d04d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-533db67 elementor-widget elementor-widget-image\" data-id=\"533db67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14635\" alt=\"Blizzard Entertainment - \u0160kolen\u00ed o \u00faprav\u011b postav a FACSu\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb80b6e e-con-full e-flex e-con e-child\" data-id=\"cb80b6e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b3e334 elementor-widget elementor-widget-image\" data-id=\"3b3e334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14636\" alt=\"Electronic Arts (EA) - \u0160kolen\u00ed FACS pro v\u00fdvoj AAA her\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc5aa01 e-con-full e-flex e-con e-child\" data-id=\"fc5aa01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f567f26 elementor-widget elementor-widget-image\" data-id=\"f567f26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14641\" alt=\"Metaphysic.ai - Realismus tv\u00e1\u0159e a generativn\u00ed chov\u00e1n\u00ed um\u011bl\u00e9 inteligence\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79966f7 e-flex e-con-boxed e-con e-parent\" data-id=\"79966f7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-876543f e-con-full e-flex e-con e-child\" data-id=\"876543f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a222d4b elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a222d4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-laptop-code\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M255.03 261.65c6.25 6.25 16.38 6.25 22.63 0l11.31-11.31c6.25-6.25 6.25-16.38 0-22.63L253.25 192l35.71-35.72c6.25-6.25 6.25-16.38 0-22.63l-11.31-11.31c-6.25-6.25-16.38-6.25-22.63 0l-58.34 58.34c-6.25 6.25-6.25 16.38 0 22.63l58.35 58.34zm96.01-11.3l11.31 11.31c6.25 6.25 16.38 6.25 22.63 0l58.34-58.34c6.25-6.25 6.25-16.38 0-22.63l-58.34-58.34c-6.25-6.25-16.38-6.25-22.63 0l-11.31 11.31c-6.25 6.25-6.25 16.38 0 22.63L386.75 192l-35.71 35.72c-6.25 6.25-6.25 16.38 0 22.63zM624 416H381.54c-.74 19.81-14.71 32-32.74 32H288c-18.69 0-33.02-17.47-32.77-32H16c-8.8 0-16 7.2-16 16v16c0 35.2 28.8 64 64 64h512c35.2 0 64-28.8 64-64v-16c0-8.8-7.2-16-16-16zM576 48c0-26.4-21.6-48-48-48H112C85.6 0 64 21.6 64 48v336h512V48zm-64 272H128V64h384v256z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tUm\u011bl\u00e1 inteligence \/ Technika\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3321268 elementor-widget elementor-widget-text-editor\" data-id=\"3321268\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u017d\u00e1dn\u00e9 dv\u011b potrub\u00ed pro um\u011blou inteligenci obli\u010deje nemaj\u00ed stejn\u00e9 probl\u00e9my. Ne\u017e n\u011bco doporu\u010d\u00edm, za\u010dnu diagnostikou, abych pochopil va\u0161e data, modely, p\u0159\u00edpady pou\u017eit\u00ed a nedostatky. Odtud se obvykle zapoj\u00ed n\u011bjak\u00e1 kombinace:<\/p><ul><li><strong>Audity model\u016f a dat<\/strong><\/li><li><strong>Strategie anotace a dokumentace<\/strong><\/li><li><strong>Hodnocen\u00ed a standardizace prodejc\u016f<\/strong><\/li><li><strong>V\u00fdvoj zlat\u00e9 sady<\/strong><\/li><li><strong>Automatizovan\u00e9 r\u00e1mce pro m\u011b\u0159en\u00ed v\u00fdkonu<\/strong><\/li><\/ul><p>Rozsah a hloubka z\u00e1vis\u00ed v\u00fdhradn\u011b na tom, kde se nach\u00e1z\u00edte a co se sna\u017e\u00edte vybudovat.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71d8ed3 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"71d8ed3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Kontaktujte n\u00e1s ohledn\u011b poradenstv\u00ed v oblasti AI\/technologi\u00ed<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d4fae3 e-flex e-con-boxed e-con e-parent\" data-id=\"1d4fae3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-92d5c37 e-con-full e-flex e-con e-child\" data-id=\"92d5c37\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f62d00 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"0f62d00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-film\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M488 64h-8v20c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12V64H96v20c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12V64h-8C10.7 64 0 74.7 0 88v336c0 13.3 10.7 24 24 24h8v-20c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v20h320v-20c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v20h8c13.3 0 24-10.7 24-24V88c0-13.3-10.7-24-24-24zM96 372c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm272 208c0 6.6-5.4 12-12 12H156c-6.6 0-12-5.4-12-12v-96c0-6.6 5.4-12 12-12h200c6.6 0 12 5.4 12 12v96zm0-168c0 6.6-5.4 12-12 12H156c-6.6 0-12-5.4-12-12v-96c0-6.6 5.4-12 12-12h200c6.6 0 12 5.4 12 12v96zm112 152c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAnimace\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39b69ef elementor-widget elementor-widget-text-editor\" data-id=\"39b69ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Obli\u010dejov\u00e9 soupravy jsou slo\u017eit\u00e9 syst\u00e9my s mnoha pohybliv\u00fdmi \u010d\u00e1stmi a mnoha lidmi, kte\u0159\u00ed je interpretuj\u00ed r\u016fzn\u011b. Kdy\u017e se nesrovnalosti objev\u00ed nap\u0159\u00ed\u010d postavami, odd\u011blen\u00edmi nebo produktovody, m\u00e1lokdy je z\u0159ejm\u00e9, kde za\u010daly nebo jak je napravit. P\u0159ich\u00e1z\u00edm, kdy\u017e t\u00fdmy pot\u0159ebuj\u00ed pohled zven\u010d\u00ed s anatomickou a technickou hloubkou, aby mohly diagnostikovat, kde se co porouchalo, a definovat cestu vp\u0159ed.<\/p><p>Moje recenze platformy a blendshape nejsou pouh\u00fdm seznamem oprav. Ka\u017ed\u00e1 pozn\u00e1mka je zalo\u017eena na anatomii a svalov\u00e9 mechanice. T\u00fdmy odch\u00e1zej\u00ed s t\u00edm, \u017ee ch\u00e1pou, co a pro\u010d zm\u011bnit, a jak tuto argumentaci aplikovat na ka\u017ed\u00fd n\u00e1sleduj\u00edc\u00ed tvar.<\/p><p>N\u011bkter\u00e9 projekty nemaj\u00ed existuj\u00edc\u00ed p\u0159\u00edru\u010dku. Kdy\u017e studio pot\u0159ebuje obli\u010dejov\u00fd syst\u00e9m pro kapuc\u00edna, \u0161impanze nebo sportovn\u00ed postavu se specifick\u00fdmi po\u017eadavky na ROM, za\u010d\u00edn\u00e1 pr\u00e1ce v\u00fdzkumem. Prozkoum\u00e1m anatomii, zjist\u00edm nedostatky a od z\u00e1kladu vytvo\u0159\u00edm vlastn\u00ed r\u00e1mec, iteruji s modelov\u00e1n\u00edm, riggingem a animac\u00ed, dokud t\u00fdm nen\u00ed schopen samostatn\u00e9ho proveden\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-358d158 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"358d158\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Kontaktujte n\u00e1s ohledn\u011b poradenstv\u00ed v oblasti animace<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3f6a40 e-flex e-con-boxed e-con e-parent\" data-id=\"d3f6a40\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ea6ab8 elementor-widget elementor-widget-menu-anchor\" data-id=\"0ea6ab8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"form\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-619f604 elementor-widget elementor-widget-icon-box\" data-id=\"619f604\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPromluvme si o va\u0161em projektu.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f932e84 e-con-full e-flex e-con e-child\" data-id=\"f932e84\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f60777c elementor-align-center elementor-widget elementor-widget-button\" data-id=\"f60777c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Kontaktujte m\u011b<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>T\u00fdmy spole\u010dnosti Facial Systems Consulting, kter\u00e9 vyv\u00edjej\u00ed AI pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, \u010dasto postr\u00e1daj\u00ed systematick\u00e9 postupy pro hodnocen\u00ed chov\u00e1n\u00ed. Nedok\u00e1\u017eou spolehliv\u011b ur\u010dit, kter\u00fd model je lep\u0161\u00ed, pro\u010d doch\u00e1z\u00ed k selh\u00e1n\u00ed v\u00fdraz\u016f nebo kde v pracovn\u00edm postupu probl\u00e9m vznik\u00e1. Navrhuji hodnot\u00edc\u00ed r\u00e1mce, kter\u00e9 umo\u017e\u0148uj\u00ed tyto probl\u00e9my diagnostikovat, a kter\u00e9 zahrnuj\u00ed hodnocen\u00ed stavu modelu, diagnostiku dat, standardy anotace a intern\u00ed dokumentaci, kter\u00e1 \u2026 <a title=\"Poradenstv\u00ed v oblasti obli\u010dejov\u00fdch syst\u00e9m\u016f\" class=\"read-more\" href=\"https:\/\/melindaozel.com\/cs\/services\/consulting\/\" aria-label=\"P\u0159e\u010dt\u011bte si v\u00edce o spole\u010dnosti Facial Systems Consulting\">P\u0159e\u010dt\u011bte si v\u00edce<\/a><\/p>","protected":false},"author":60486633,"featured_media":0,"parent":3436,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_wpcom_ai_launchpad_about_page":false,"_wpcom_ai_launchpad_gallery_page":false,"_wpcom_ai_launchpad_contact_page":false,"_wpcom_ai_launchpad_events_page":false,"_wpcom_ai_launchpad_video_page":false,"_wpcom_ai_launchpad_portfolio_piece":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"footnotes":""},"class_list":["post-7129","page","type-page","status-publish"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.7 (Yoast SEO v28.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Facial Systems Consulting - Face the FACS | Facial Expressions in Animation, AI, &amp; Behavior<\/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:\/\/melindaozel.com\/cs\/services\/consulting\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Facial Systems Consulting\" \/>\n<meta property=\"og:description\" content=\"Facial Systems Consulting Teams building facial AI often lack systematic ways to evaluate behavior. They can&#8217;t reliably tell which model is better, why expressions break, or where a problem originates in the pipeline. I design evaluation frameworks that make those decisions diagnosable, covering model state evaluation, data diagnostics, annotation standards, and the in-house documentation that ... 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