{"id":9602,"date":"2025-07-10T12:43:29","date_gmt":"2025-07-10T10:43:29","guid":{"rendered":"https:\/\/www.kubicek.ai\/?post_type=lexicon&#038;p=9602"},"modified":"2026-07-27T13:46:01","modified_gmt":"2026-07-27T11:46:01","slug":"pre-trained-model","status":"publish","type":"lexicon","link":"https:\/\/www.kubicek.ai\/en\/lexicon\/pre-trained-model\/","title":{"rendered":"Pre-trained model"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Artificial intelligence is like a student. A <strong>pre-trained model<\/strong> is a university graduate with years of general study behind him and a broad grounding \u2013 he can read, write and grasp basic connections. He is not a specialist, but he has firm foundations. When a company hires him (which is like using the model for a specific task), it does not have to teach him everything from scratch. A short induction for the specific job is enough, sorting customer e-mails, for instance. This ready-made &#8220;graduate&#8221; thus picks up a new skill quickly, because he does not have to go through basic education all over again.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A <strong>pre-trained model<\/strong> is a neural network that has already been trained on a large, typically general-purpose dataset. During that training the model acquired the ability to extract relevant features and representations from data \u2013 recognising edges and textures in images, say, or grammatical structures in text. It serves as a starting point for further specialised tasks, which markedly reduces the computing time and volume of data needed to train a new model. To adapt it to a specific task, techniques such as fine-tuning or feature extraction are then applied.<\/p>\n","protected":false},"featured_media":0,"template":"","class_list":["post-9602","lexicon","type-lexicon","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.kubicek.ai\/en\/wp-json\/wp\/v2\/lexicon\/9602","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kubicek.ai\/en\/wp-json\/wp\/v2\/lexicon"}],"about":[{"href":"https:\/\/www.kubicek.ai\/en\/wp-json\/wp\/v2\/types\/lexicon"}],"wp:attachment":[{"href":"https:\/\/www.kubicek.ai\/en\/wp-json\/wp\/v2\/media?parent=9602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}