{"id":5422,"date":"2024-09-25T07:26:35","date_gmt":"2024-09-25T04:26:35","guid":{"rendered":"https:\/\/tmp.genecode.com.ua\/?p=5422"},"modified":"2025-02-16T19:39:38","modified_gmt":"2025-02-16T17:39:38","slug":"4-nezaminni-biblioteki-python-dlya-kar-yeri-v-sferi-ml","status":"publish","type":"post","link":"https:\/\/studypathway.info\/ru\/4-nezaminni-biblioteki-python-dlya-kar-yeri-v-sferi-ml\/","title":{"rendered":"4 \u043a\u043b\u044e\u0447\u043e\u0432\u0456 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438 Python \u0434\u043b\u044f \u0443\u0441\u043f\u0456\u0448\u043d\u043e\u0457 \u043a\u0430\u0440&#8217;\u0454\u0440\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u0456"},"content":{"rendered":"<p>\u0427\u043e\u0442\u0438\u0440\u0438 \u043a\u043b\u044e\u0447\u043e\u0432\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u0438, \u0449\u043e\u0431 \u043d\u0430\u0431\u043b\u0438\u0437\u0438\u0442\u0438 \u0432\u0430\u0441 \u0434\u043e \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u0431\u0430\u0436\u0430\u043d\u043e\u0457 \u0440\u043e\u0431\u043e\u0442\u0438:<\/p>\n<p>SpaCy (https:\/\/spacy.io\/api)<br \/>\n\u0426\u0435\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0456\u0434\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u0456\u0434\u0445\u043e\u0434\u0438\u0442\u044c \u0434\u043b\u044f \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u0437 \u0440\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u043e\u0457 \u043c\u043e\u0432\u0438 \u0442\u0430 \u0432\u0438\u043b\u0443\u0447\u0435\u043d\u043d\u044f \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0434\u043b\u044f \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0457 \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0432 Deep Learning \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445.<\/p>\n<p>LangChain (https:\/\/docs.langchain.com\/docs\/)<br \/>\n\u0426\u0435\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0454 \u0432\u0456\u0434\u043c\u0456\u043d\u043d\u0438\u043c \u0432\u0438\u0431\u043e\u0440\u043e\u043c \u0434\u043b\u044f \u0440\u043e\u0431\u043e\u0442\u0438 \u0437 \u0432\u0435\u043b\u0438\u043a\u0438\u043c\u0438 \u043c\u043e\u0432\u043d\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 (LLMs), \u0437\u043e\u043a\u0440\u0435\u043c\u0430 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0447\u0430\u0442-\u0431\u043e\u0442\u0456\u0432 \u0442\u0430 \u0441\u0438\u0441\u0442\u0435\u043c generative QA.<\/p>\n<p>HuggingFace (https:\/\/huggingface.co\/)<br \/>\n\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430, \u044f\u043a\u0430 \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u0441\u043f\u0435\u043a\u0442\u0440 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432 \u0434\u043b\u044f \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u0442\u0430 \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043d\u043d\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u0437 \u0432\u0435\u043b\u0438\u043a\u043e\u044e \u0441\u043f\u0456\u043b\u044c\u043d\u043e\u0442\u043e\u044e \u0442\u0430 \u0431\u0430\u0433\u0430\u0442\u044c\u043c\u0430 \u0433\u043e\u0442\u043e\u0432\u0438\u043c\u0438 \u0434\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438.<\/p>\n<p>CUDA (https:\/\/nvidia.github.io\/cuda-python\/overview.html)<br \/>\n\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u044f \u0432\u0456\u0434 NVIDIA, \u0449\u043e \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0437\u043d\u0430\u0447\u043d\u043e \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u0438\u0442\u0438 \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0433\u0440\u0430\u0444\u0456\u0447\u043d\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u043e\u0440\u0456\u0432, \u0454 \u043d\u0435\u0437\u0430\u043c\u0456\u043d\u043d\u043e\u044e \u0434\u043b\u044f \u0432\u0438\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0438\u0445 \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u044c \u0443 \u0441\u0444\u0435\u0440\u0456 AI \u0442\u0430 Deep Learning.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0427\u043e\u0442\u0438\u0440\u0438 \u043a\u043b\u044e\u0447\u043e\u0432\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u0438, \u0449\u043e\u0431 \u043d\u0430\u0431\u043b\u0438\u0437\u0438\u0442\u0438 \u0432\u0430\u0441 \u0434\u043e \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u0431\u0430\u0436\u0430\u043d\u043e\u0457 \u0440\u043e\u0431\u043e\u0442\u0438: SpaCy (https:\/\/spacy.io\/api) \u0426\u0435\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0456\u0434\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u0456\u0434\u0445\u043e\u0434\u0438\u0442\u044c \u0434\u043b\u044f \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u0437 \u0440\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u043e\u0457 \u043c\u043e\u0432\u0438 \u0442\u0430 \u0432\u0438\u043b\u0443\u0447\u0435\u043d\u043d\u044f \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0434\u043b\u044f \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0457 \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0432 Deep Learning \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445. LangChain (https:\/\/docs.langchain.com\/docs\/) \u0426\u0435\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0454 \u0432\u0456\u0434\u043c\u0456\u043d\u043d\u0438\u043c \u0432\u0438\u0431\u043e\u0440\u043e\u043c \u0434\u043b\u044f \u0440\u043e\u0431\u043e\u0442\u0438 \u0437 \u0432\u0435\u043b\u0438\u043a\u0438\u043c\u0438 \u043c\u043e\u0432\u043d\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 (LLMs), \u0437\u043e\u043a\u0440\u0435\u043c\u0430 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0447\u0430\u0442-\u0431\u043e\u0442\u0456\u0432 \u0442\u0430 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[174],"institution":[],"vendor":[],"class_list":["post-5422","post","type-post","status-publish","format-standard","hentry","category-ai-servisi"],"acf":[],"_links":{"self":[{"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/posts\/5422","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/comments?post=5422"}],"version-history":[{"count":0,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/posts\/5422\/revisions"}],"wp:attachment":[{"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/media?parent=5422"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/categories?post=5422"},{"taxonomy":"institution","embeddable":true,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/institution?post=5422"},{"taxonomy":"vendor","embeddable":true,"href":"https:\/\/studypathway.info\/ru\/wp-json\/wp\/v2\/vendor?post=5422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}