{"id":574,"date":"2025-01-28T07:03:48","date_gmt":"2025-01-28T07:03:48","guid":{"rendered":"https:\/\/janusai.pro\/?p=574"},"modified":"2025-01-28T08:08:08","modified_gmt":"2025-01-28T08:08:08","slug":"released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut","status":"publish","type":"post","link":"https:\/\/janusai.pro\/cs\/released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut\/","title":{"rendered":"Vyd\u00e1no pozd\u011b v noci! DeepSeek definuje generov\u00e1n\u00ed a porozum\u011bn\u00ed obrazu um\u011blou inteligenc\u00ed, kdy\u017e debutuje p\u0159elomov\u00fd komplexn\u00ed model Janus-Pro!"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"915\" height=\"564\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-2.png\" alt=\"\" class=\"wp-image-580\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-2.png 915w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-2-300x185.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-2-768x473.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-2-18x12.png 18w\" sizes=\"auto, (max-width: 915px) 100vw, 915px\" \/><\/figure>\n\n\n\n<p><strong>Kl\u00ed\u010dov\u00e9 informace<\/strong><br>\ud83d\udd39&nbsp;<strong>Jednotn\u00e1 architektura transform\u00e1toru<\/strong>: Jedin\u00fd model zvl\u00e1d\u00e1 jak porozum\u011bn\u00ed obrazu&nbsp;<em>a<\/em>&nbsp;generov\u00e1n\u00ed, \u010d\u00edm\u017e se eliminuje pot\u0159eba samostatn\u00fdch syst\u00e9m\u016f.<br>\ud83d\udd39&nbsp;<strong>\u0160k\u00e1lovateln\u00fd a otev\u0159en\u00fd zdrojov\u00fd k\u00f3d<\/strong>: K dispozici v&nbsp;<strong>1B<\/strong>&nbsp;a&nbsp;<strong>7B<\/strong>&nbsp;parametrick\u00e9 verze (s licenc\u00ed MIT), optimalizovan\u00e9 pro r\u016fzn\u00e9 aplikace a komer\u010dn\u00ed pou\u017eit\u00ed.<br>\ud83d\udd39&nbsp;<strong>Nejmodern\u011bj\u0161\u00ed v\u00fdkon<\/strong>: V benchmarc\u00edch jako GenEval a DPG-Bench p\u0159ekon\u00e1v\u00e1 DALL-E 3 a Stable Diffusion od OpenAI.<br>\ud83d\udd39&nbsp;<strong>Zjednodu\u0161en\u00e9 nasazen\u00ed<\/strong>: Zjednodu\u0161en\u00e1 architektura sni\u017euje n\u00e1klady na \u0161kolen\u00ed\/interference p\u0159i zachov\u00e1n\u00ed flexibility.<\/p>\n\n\n\n<p><strong>Odkazy na modely<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Janus-Pro-7B<\/strong>:&nbsp;<a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">HuggingFace<\/a><\/li>\n\n\n\n<li><strong>Janus-Pro-1B<\/strong>:&nbsp;<a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-1B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">HuggingFace<\/a><\/li>\n\n\n\n<li><strong>GitHub<\/strong>:&nbsp;<a href=\"https:\/\/github.com\/deepseek-ai\/Janus\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">K\u00f3d a dokumenty<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Obsah<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"P\u0159epnut\u00ed tabulky obsahu\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">P\u0159ep\u00edna\u010d<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/cs\/released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut\/#Why_Janus-Pro_Stands_Out\" >Pro\u010d Janus-Pro vynik\u00e1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/cs\/released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut\/#Benchmark_Dominance\" >Dominance benchmarku<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/cs\/released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut\/#Technical_Breakdown\" >Technick\u00e9 \u010dlen\u011bn\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/cs\/released-late-at-night-deepseek-redefines-ai-image-generation-and-understanding-as-the-groundbreaking-janus-pro-comprehensive-model-makes-its-debut\/#Community_Buzz\" >Komunita Buzz<\/a><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Janus-Pro_Stands_Out\"><\/span><strong>Pro\u010d Janus-Pro vynik\u00e1<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>1. Dv\u011b superschopnosti v jednom modelu<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pochopen\u00ed re\u017eimu<\/strong>: Pou\u017e\u00edv\u00e1&nbsp;<strong>SigLIP-L<\/strong>&nbsp;(\"superbr\u00fdle\") k anal\u00fdze obr\u00e1zk\u016f (a\u017e 384 \u00d7 384) a textu.<\/li>\n\n\n\n<li><strong>Re\u017eim generov\u00e1n\u00ed<\/strong>: P\u00e1kov\u00e9 efekty&nbsp;<strong>Rektifikovan\u00fd tok<\/strong>&nbsp;+&nbsp;<strong>SDXL-VAE<\/strong>&nbsp;(\"kouzeln\u00fd \u0161t\u011btec\") k vytv\u00e1\u0159en\u00ed vysoce kvalitn\u00edch sn\u00edmk\u016f.<\/li>\n<\/ul>\n\n\n\n<p><strong>2. Mozkov\u00e1 kapacita a tr\u00e9nink<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Z\u00e1kladn\u00ed LLM<\/strong>: Postaven na v\u00fdkonn\u00e9m jazykov\u00e9m modelu DeepSeek (1,5B\/7B parametr\u016f), kter\u00fd vynik\u00e1 kontextov\u00fdm uva\u017eov\u00e1n\u00edm.<\/li>\n\n\n\n<li><strong>\u0160kol\u00edc\u00ed potrub\u00ed<\/strong>: P\u0159edtr\u00e9nov\u00e1n\u00ed na rozs\u00e1hl\u00fdch souborech dat \u2192 dolad\u011bn\u00ed pod dohledem \u2192 optimalizace EMA pro dosa\u017een\u00ed \u0161pi\u010dkov\u00e9ho v\u00fdkonu.<\/li>\n<\/ul>\n\n\n\n<p><strong>3. Pro\u010d transform\u00e1tor s nadm\u011brnou difuz\u00ed?<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u0161estrannost \u00fakol\u016f<\/strong>: Up\u0159ednost\u0148uje jednotn\u00e9 porozum\u011bn\u00ed + generov\u00e1n\u00ed, zat\u00edmco difuzn\u00ed modely se zam\u011b\u0159uj\u00ed v\u00fdhradn\u011b na kvalitu obrazu.<\/li>\n\n\n\n<li><strong>Efektivita<\/strong>: Autoregresn\u00ed generov\u00e1n\u00ed (jednokrokov\u00e9) vs. iterativn\u00ed denoizace dif\u00faze (nap\u0159. 20 krok\u016f u stabiln\u00ed dif\u00faze).<\/li>\n\n\n\n<li><strong>N\u00e1kladov\u00e1 efektivita<\/strong>: Jedin\u00e1 p\u00e1te\u0159n\u00ed s\u00ed\u0165 Transformer zjednodu\u0161uje \u0161kolen\u00ed a nasazen\u00ed.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"955\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4-1024x955.jpeg\" alt=\"\" class=\"wp-image-578\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4-1024x955.jpeg 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4-300x280.jpeg 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4-768x716.jpeg 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4-13x12.jpeg 13w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/b84eb858a5b578c05460fcee5e528fd4.jpeg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Benchmark_Dominance\"><\/span><strong>Dominance benchmarku<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\ud83d\udcca Multimod\u00e1ln\u00ed porozum\u011bn\u00ed<\/strong><br>Janus-Pro-7B p\u0159ekon\u00e1v\u00e1 specializovan\u00e9 modely (nap\u0159. LLaVA) ve \u010dty\u0159ech kl\u00ed\u010dov\u00fdch srovn\u00e1vac\u00edch testech a plynule se \u0161k\u00e1luje s velikost\u00ed parametr\u016f.<\/p>\n\n\n\n<p><strong>\ud83c\udfa8 Generov\u00e1n\u00ed p\u0159evodu textu na obr\u00e1zek<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GenEval<\/strong>: Odpov\u00edd\u00e1 SDXL a DALL-E 3.<\/li>\n\n\n\n<li><strong>DPG-Bench<\/strong>:&nbsp;<strong>84.2% p\u0159esnost<\/strong>&nbsp;(Janus-Pro-7B), \u010d\u00edm\u017e p\u0159ekon\u00e1v\u00e1 v\u0161echny konkurenty.<\/li>\n<\/ul>\n\n\n\n<p><strong>Testov\u00e1n\u00ed v re\u00e1ln\u00e9m prost\u0159ed\u00ed<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Rychlost<\/strong>: ~15 sekund\/obraz (L4 GPU, 22 GB VRAM).<\/li>\n\n\n\n<li><strong>Kvalita<\/strong>: Pevn\u00e9 dodr\u017eov\u00e1n\u00ed rychlosti, i kdy\u017e drobn\u00e9 detaily je t\u0159eba up\u0159esnit.<\/li>\n\n\n\n<li><strong>Demo Colab<\/strong>:&nbsp;<a href=\"https:\/\/colab.research.google.com\/drive\/1V3bH2oxhikj_B_EYy5yRG_9yqSqxxqgS?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Vyzkou\u0161ejte Janus-Pro-7B<\/a>&nbsp;(Vy\u017eaduje se \u00farove\u0148 Pro).<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Technical_Breakdown\"><\/span><strong>Technick\u00e9 \u010dlen\u011bn\u00ed<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Architektura<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"376\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-1024x376.png\" alt=\"\" class=\"wp-image-579\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-1024x376.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-300x110.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-768x282.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640-18x7.png 18w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/01\/640.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pochopen\u00ed cesty<\/strong>: \u010cist\u00fd obraz \u2192 SigLIP-L kod\u00e9r \u2192 LLM \u2192 Textov\u00e1 odpov\u011b\u010f.<\/li>\n\n\n\n<li><strong>Genera\u010dn\u00ed cesta<\/strong>: \u0160umov\u00fd obraz \u2192 Dekod\u00e9r s usm\u011brn\u011bn\u00fdm tokem + LLM \u2192 Iterativn\u00ed denoising.<\/li>\n<\/ul>\n\n\n\n<p><strong>Kl\u00ed\u010dov\u00e9 inovace<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Odd\u011blen\u00e9 vizu\u00e1ln\u00ed k\u00f3dov\u00e1n\u00ed<\/strong>: Odd\u011blen\u00e9 cesty pro pochopen\u00ed\/vygenerov\u00e1n\u00ed zabra\u0148uj\u00ed \"konfliktu rol\u00ed\" v modulech vid\u011bn\u00ed.<\/li>\n\n\n\n<li><strong>Sd\u00edlen\u00e9 j\u00e1dro transform\u00e1toru<\/strong>: Umo\u017e\u0148uje p\u0159enos znalost\u00ed nap\u0159\u00ed\u010d \u00fakoly (nap\u0159. u\u010den\u00ed se pojmu \"ko\u010dka\" pom\u00e1h\u00e1 p\u0159i rozpozn\u00e1v\u00e1n\u00ed i kreslen\u00ed).<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Community_Buzz\"><\/span><strong>Komunita Buzz<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>AK (v\u00fdzkumn\u00fd pracovn\u00edk v oblasti um\u011bl\u00e9 inteligence)<\/strong>:&nbsp;<em>\"Jednoduchost a flexibilita syst\u00e9mu Janus-Pro z n\u011bj d\u011blaj\u00ed hlavn\u00edho kandid\u00e1ta pro multimod\u00e1ln\u00ed syst\u00e9my nov\u00e9 generace. Odd\u011blen\u00edm zrakov\u00fdch cest p\u0159i zachov\u00e1n\u00ed jednotn\u00e9ho transform\u00e1toru vyva\u017euje specializaci s generalizac\u00ed - co\u017e je vz\u00e1cn\u00fd v\u00fdkon.\"<\/em><\/p>\n<\/blockquote>\n\n\n\n<p><strong>Pro\u010d je licence MIT d\u016fle\u017eit\u00e1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Freedom<\/strong>: Pou\u017e\u00edvejte, upravujte a distribuujte komer\u010dn\u011b s minim\u00e1ln\u00edmi omezen\u00edmi.<\/li>\n\n\n\n<li><strong>Transparentnost<\/strong>: \u00dapln\u00fd p\u0159\u00edstup ke k\u00f3du urychluje vylep\u0161en\u00ed \u0159\u00edzen\u00e1 komunitou.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Z\u00e1v\u011bre\u010dn\u00e9 p\u0159evzet\u00ed<\/strong><br>Model Janus-Pro spole\u010dnosti DeepSeek nen\u00ed jen dal\u0161\u00edm modelem um\u011bl\u00e9 inteligence - je to zm\u011bna paradigmatu. Sjednocen\u00edm porozum\u011bn\u00ed a generov\u00e1n\u00ed pod jednou st\u0159echou otev\u00edr\u00e1 dve\u0159e chyt\u0159ej\u0161\u00edm kreativn\u00edm n\u00e1stroj\u016fm, aplikac\u00edm v re\u00e1ln\u00e9m \u010dase a n\u00e1kladov\u011b efektivn\u00edmu nasazen\u00ed. D\u00edky p\u0159\u00edstupu k otev\u0159en\u00e9mu zdrojov\u00e9mu k\u00f3du a licenci MIT by mohl b\u00fdt katalyz\u00e1torem dal\u0161\u00ed vlny multimod\u00e1ln\u00edch inovac\u00ed. \ud83d\ude80<\/p>\n\n\n\n<p><em>Pro v\u00fdvoj\u00e1\u0159e: Pod\u00edvejte se na&nbsp;<a href=\"https:\/\/github.com\/deepseek-ai\/Janus\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Uzly ComfyUI<\/a>&nbsp;a p\u0159ipojte se k experiment\u00e1ln\u00ed vln\u011b!<\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>tento p\u0159\u00edsp\u011bvek je sponzorov\u00e1n:<\/p>\n\n\n\n<a href=\"https:\/\/dang.ai\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cdn.prod.website-files.com\/63d8afd87da01fb58ea3fbcb\/6487e2868c6c8f93b4828827_dang-badge.png\" alt=\"Dang.ai\" style=\"width: 150px; height: 54px;\" width=\"150\" height=\"54\"\/><\/a>\n\n\n\n<p><a href=\"https:\/\/dang.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Kl\u00ed\u010dov\u00e9 informace\ud83d\udd39 Jednotn\u00e1 architektura transform\u00e1toru: \ud83d\udd39 \u0160k\u00e1lovateln\u00fd a otev\u0159en\u00fd zdrojov\u00fd k\u00f3d: Jedin\u00fd model se star\u00e1 o porozum\u011bn\u00ed obrazu i jeho generov\u00e1n\u00ed, \u010d\u00edm\u017e odpad\u00e1 pot\u0159eba odd\u011blen\u00fdch syst\u00e9m\u016f: \ud83d\udd39 \u0160pi\u010dkov\u00fd v\u00fdkon: K dispozici ve verz\u00edch 1B a 7B parametr\u016f (s licenc\u00ed MIT), optimalizovan\u00fdch pro r\u016fzn\u00e9 aplikace a komer\u010dn\u00ed vyu\u017eit\u00ed \ud83d\udd39 \u0160pi\u010dkov\u00fd v\u00fdkon: \ud83d\udd39 Zjednodu\u0161en\u00e9 nasazen\u00ed: DALL-E 3 a Stable Diffusion od OpenAI p\u0159ekon\u00e1vaj\u00ed v benchmarc\u00edch jako GenEval a DPG-Bench: Zjednodu\u0161en\u00e1 architektura sni\u017euje n\u00e1klady na tr\u00e9nink\/inferenci p\u0159i zachov\u00e1n\u00ed flexibility. Odkazy na model...<\/p>","protected":false},"author":1,"featured_media":580,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-574","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/posts\/574","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/comments?post=574"}],"version-history":[{"count":3,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/posts\/574\/revisions"}],"predecessor-version":[{"id":609,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/posts\/574\/revisions\/609"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/media\/580"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/media?parent=574"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/categories?post=574"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/cs\/wp-json\/wp\/v2\/tags?post=574"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}