[{"channel_id":1191313451,"post_id":7650,"date":1789210935000,"forwards":"19","views":"346","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5197200415761905088\/thumb.webp?hash=FwQMjXxA7Q2Zz2Cpjzqyiw&ts=1789284523' alt='\u26a1\ufe0f'> <b>\u0428\u043f\u0430\u0440\u0433\u0430\u043b\u043a\u0430: Bagging vs Boosting<\/b><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5289482095968661620\/thumb.webp?hash=lTdF93viTx1pBi_Y64e59g&ts=1789284523' alt='\ud83d\udc49'> <b>Bagging<\/b><br><br>\u0418\u0434\u0435\u044f: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u2192 \u0443\u0441\u0440\u0435\u0434\u043d\u0435\u043d\u0438\u0435.<br>\u0426\u0435\u043b\u044c: \u0441\u043d\u0438\u0437\u0438\u0442\u044c \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044e (variance) \u0438 \u0443\u043c\u0435\u043d\u044c\u0448\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435.<br><br><b>\u041a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442:<\/b><blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u0434\u0435\u043b\u0430\u0435\u043c \u043c\u043d\u043e\u0433\u043e \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f-\u0432\u044b\u0431\u043e\u0440\u043e\u043a<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u043e\u0431\u0443\u0447\u0430\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b (\u0441\u0440\u0435\u0434\u043d\u0435\u0435\/\u0433\u043e\u043b\u043e\u0441\u043e\u0432\u0430\u043d\u0438\u0435)<\/blockquote><b>\u041f\u0440\u0438\u043c\u0435\u0440\u044b:<\/b><blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> RandomForestClassifier<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> RandomForestRegressor<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> BaggingClassifier<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> BaggingRegressor<\/blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5289482095968661620\/thumb.webp?hash=lTdF93viTx1pBi_Y64e59g&ts=1789284523' alt='\ud83d\udc49'> <b>Boosting<\/b><br><br><b>\u0418\u0434\u0435\u044f:<\/b> \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u0443\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u2192 \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0438 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439.<br><b>\u0426\u0435\u043b\u044c:<\/b> \u0441\u043d\u0438\u0437\u0438\u0442\u044c \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0435 (bias) \u0438 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c.<br><br><b>\u041a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442:<\/b><blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u0437\u0430\u0434\u0430\u0451\u043c \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u0430\u0431\u043e\u0433\u043e \u0443\u0447\u0435\u043d\u0438\u043a\u0430<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u0443\u0432\u0435\u043b\u0438\u0447\u0438\u0432\u0430\u0435\u043c \u0432\u0435\u0441 \u00ab\u0442\u0440\u0443\u0434\u043d\u044b\u0445\u00bb \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u0443\u0435\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0441\u043b\u0430\u0431\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432 \u043e\u0434\u043d\u0443 \u0441\u0438\u043b\u044c\u043d\u0443\u044e<\/blockquote><b>\u041f\u0440\u0438\u043c\u0435\u0440\u044b:<\/b><blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> GradientBoosting<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> XGBoost<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> CatBoost<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> LightGBM<br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5429249179413127743\/thumb.webp?hash=IhNpvszh65tAizbTGZy6Ug&ts=1789284523' alt='\u2733\ufe0f'> AdaBoost<\/blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":824,"media":{"root":"\/003\/4h0AACsAAkcAAAAAex0WbjKhtkk.whxrG3UfKEmFhnYZZ0cmqwI.AkcCACsAAB3iaqVjX6D8sCHaHcoFc4ZE8EdgKPk","photo":{"thumbs":{"m":{"w":320,"h":320,"hash":"Wl3c8bXC7vJJUQrNO2oP6Q&ts=1789284523"},"x":{"w":800,"h":800,"hash":"w8NFiK8wyUBpgi36fLzSTA&ts=1789284523"},"y":{"w":1080,"h":1080,"hash":"887boWiHb8n6UHY5g1j9Pw&ts=1789284523"},"i":{"bytes":"AoACg|DRihjMKEopJA7U8wRD\/lmPyoi\/490+gp\/Pf9abbuJJWIjBHnhFx\/u0vkxZ\/wBWPyqQdetH8XWi7CyIJYoxA5CAEA9qKkl\/495PoaKuLdiJJXEi\/wCPdPoKkGOev41HF\/x7J9BUi5wc1D3LWwnJ5GKXjrigdOlHOKQyOX\/j2k+hool\/49pPoaK0hsRLcZHNH5CDeAQB3p4njx\/rFz9aKKHFAmwE8eP9YKPPi\/56D86KKXKg5mMkmjMDjepJB70UUVcUiWz\/2Q=="}}}}},{"channel_id":1191313451,"post_id":7649,"date":1789207329000,"views":"476","comments":"1","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5470124984464586108\/thumb.webp?hash=3qNjFMsnsuGwjcDcVrFSUw&ts=1789284523' alt='\ud83c\udf1e'><b> \u0413\u043e\u0442\u043e\u0432\u0438\u043c \u0432\u0435\u0431\u0438\u043d\u0430\u0440 \u043f\u0440\u043e AI \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0438 \u0445\u043e\u0442\u0438\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0435\u0433\u043e \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c<br><\/b><blockquote>\u0427\u0442\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c? \u0413\u0434\u0435 \u0447\u0430\u0449\u0435 \u0432\u0441\u0435\u0433\u043e \u0437\u0430\u0441\u0442\u0440\u0435\u0432\u0430\u0435\u0442\u0435? \u0427\u0442\u043e \u043f\u0440\u043e\u0431\u043e\u0432\u0430\u043b\u0438, \u043d\u043e \u0442\u0430\u043a \u0438 \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u043e\u0441\u044c \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0432\u043d\u0435\u0434\u0440\u0438\u0442\u044c?<\/blockquote><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5273828224369987959\/thumb.webp?hash=MqB4hLlwsRB2RmaWlM7n4g&ts=1789284523' alt='\ud83e\udd29'> <i>\u041f\u0438\u0448\u0438\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0432 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f\u0445 \u2014 \u0441\u0430\u043c\u044b\u0435 \u0437\u0430\u043b\u0430\u0439\u043a\u0430\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c \u043d\u0430 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0435 \u0432 \u043f\u0435\u0440\u0432\u0443\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c.<br><\/i><br>\u0417\u0430\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0432\u0441\u0451, \u0447\u0442\u043e \u0434\u0430\u0432\u043d\u043e \u0445\u043e\u0442\u0435\u043b\u043e\u0441\u044c \u0441\u043f\u0440\u043e\u0441\u0438\u0442\u044c <img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":410},{"channel_id":1191313451,"post_id":7648,"date":1789121928000,"forwards":"5","views":"194","comments":"1","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5348236917865465879\/thumb.webp?hash=f4ZIfQGPyOl7q1zhbCl-6w&ts=1789284523' alt='\ud83e\udd14'><b> \u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u043e\u0438\u0441\u043a \u043f\u043e\u043d\u0438\u043c\u0430\u0435\u0442, \u0447\u0442\u043e \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u0435\u0435 \u0434\u0440\u0443\u0433\u043e\u0433\u043e?<br><\/b><br>\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0437\u0430\u043f\u0440\u043e\u0441:<pre>python machine learning<\/pre>\u041f\u043e\u0447\u0435\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0433\u0434\u0435 \u044d\u0442\u0438 \u0441\u043b\u043e\u0432\u0430 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437, \u043d\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0448\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u043e\u043d\u0438 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0440\u0435\u0436\u0435?<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5341590971370981212\/thumb.webp?hash=0dDY0T-sfwHsrFScevaQ1A&ts=1789284523' alt='\ud83d\udd24'> <b>\u0417\u0434\u0435\u0441\u044c \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f BM25<\/b> \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0440\u0430\u043d\u0436\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.<br><br><b>\u041e\u043d \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442:<br><\/b><blockquote><b>TF<\/b> \u2014 \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0447\u0430\u0441\u0442\u043e \u0442\u0435\u0440\u043c\u0438\u043d \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435;<br><br><b>IDF <\/b>\u2014 \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u0440\u043c\u0438\u043d \u0440\u0435\u0434\u043a\u0438\u0439 \u0432\u043e \u0432\u0441\u0435\u0439 \u043a\u043e\u043b\u043b\u0435\u043a\u0446\u0438\u0438;<br><br><b>\u0434\u043b\u0438\u043d\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430<\/b> \u2014 \u0447\u0442\u043e\u0431\u044b \u0434\u043b\u0438\u043d\u043d\u044b\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u043b\u0438 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u0438\u0437-\u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0441\u043b\u043e\u0432.<\/blockquote><b>\u0423\u043f\u0440\u043e\u0449\u0451\u043d\u043d\u043e:<br><\/b><pre>score =<br>  TF \u00d7 IDF \u00d7 \u043f\u043e\u043f\u0440\u0430\u0432\u043a\u0430 \u043d\u0430 \u0434\u043b\u0438\u043d\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430<\/pre><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5474593159201695139\/thumb.webp?hash=7cN2P9TN1C3KJhufXSsCqg&ts=1789284523' alt='\ud83d\udca1'> BM25 \u2014 \u043d\u0435 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u044c \u0438 \u043d\u0435 semantic search. \u041e\u043d \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435\u043c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0442\u043b\u0438\u0447\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u043a\u0430\u043a \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0439 \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u043c \u043f\u043e\u0438\u0441\u043a\u043e\u043c \u0432 hybrid search.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":863,"media":{"root":"\/003\/4B0AACsAAkcAAAAAex0WbjKhtkk","photo":{"thumbs":{"m":{"w":320,"h":311,"hash":"An27IgflPAKzKAfZZXDb1w&ts=1789284523"},"x":{"w":800,"h":777,"hash":"_oxzQ4-NVl4Lfh4SooAy3A&ts=1789284523"},"y":{"w":1280,"h":1244,"hash":"VLC0XN61rARkZFJwknilnw&ts=1789284523"},"w":{"w":1430,"h":1390,"hash":"3x9li1rhyC_gvRP1eNDl6A&ts=1789284523"},"i":{"bytes":"AnACg|DZqN5CpGFJHtSyNioiSetUkJsd5jf3Gp6uSTkYqE4\/ur9cUoJHSiwrliimI2aKkojmBzwcUxQ3c1Ydcio9hq0yWiH59\/TjPrTmBPQ4qTyz60bDTuKwQ5zzRUiLgUVDKSHUm2iikMTFKBRRRcQtFFFAz\/\/Z"}}}}},{"channel_id":1191313451,"post_id":7647,"date":1789033424000,"forwards":"13","views":"284","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5231200819986047254\/thumb.webp?hash=5tSRqOSiJF1LH2kr1FgIwQ&ts=1789284523' alt='\ud83d\udcca'> <b>\u0412\u0441\u0451 \u043e \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u043e\u043c \u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438<\/b><br><b><br><\/b>\u0420\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0435\u0441\u044c \u0432 \u0442\u0435\u043e\u0440\u0438\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0435\u0439 \u0438\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0435 \u043f\u043e\u0434\u0441\u0442\u0443\u043f\u0438\u0442\u044c\u0441\u044f? \u042d\u0442\u0430 \u0448\u043f\u0430\u0440\u0433\u0430\u043b\u043a\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u0442 \u0431\u0430\u0437\u043e\u0432\u043e\u0435, \u043d\u043e \u043d\u0435\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u043e\u0435 \u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u043e\u043b\u043e\u0447\u043a\u0430\u043c.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":295,"media":{"root":"\/011\/3x0AACsAAkcAAAAApCu_TU_4p68","photo":{"thumbs":{"m":{"w":255,"h":320,"hash":"wfKUn4eK5_0ZOdFMNofRIA&ts=1789284523"},"x":{"w":637,"h":800,"hash":"3llncdd_3f1C3RGrDE2K-g&ts=1789284523"},"y":{"w":1020,"h":1280,"hash":"qu17bbzwf-ZKV4UqBWOJPg&ts=1789284523"},"i":{"bytes":"AoACA|DQk3FipkGM9MUnkv03DH0pzSKsh+ePPuwpfPQdXQ\/8DFMBvkPjmRf++aVFdcASDH+7SmWFlJ8xM9OGFCTJkDzFPb7woAcdpY\/Lnt0pWVNpyMfSoZYomc5ROevTmmvDCEVRGn6UATbUaMcflSqihhhD9TUKwweXgog\/ClWOHeu1U9c4oAfsiDMSu4k5OVzSNEhC4Vev92iikAeSqsx2rgDgYqOJD5oJCY9NooooEf\/Z"}}}}},{"channel_id":1191313451,"post_id":7646,"date":1788966313000,"forwards":"12","views":"383","comments":"1","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5246779022850945698\/thumb.webp?hash=pbX2MPddf7LGiNJy3_q4UQ&ts=1789284523' alt='\ud83e\udd29'> <b>Pixeltable \u2014 \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f AI<\/b><br><br>\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f open-source Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0434\u043b\u044f \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u044b\u0445 AI-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. <br><br>\u0421 Pixeltable \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u044c, \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0438\u043d\u0434\u0435\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0442\u044c \u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u0441\u043b\u043e\u0436\u043d\u043e\u0439 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435 \u0441 \u0431\u0430\u0437\u0430\u043c\u0438, \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u044b\u043c\u0438 \u0411\u0414.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5273828224369987959\/thumb.webp?hash=MqB4hLlwsRB2RmaWlM7n4g&ts=1789284523' alt='\ud83e\udd29'> <b>\u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438:<\/b><blockquote>\u2014 \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u0432\u0438\u0434\u0435\u043e, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b<br>\u2014 \u0418\u043d\u043a\u0440\u0435\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445<br>\u2014 \u041f\u0440\u043e\u0441\u0442\u0430\u044f \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c<\/blockquote><b>\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430:<br><\/b><pre>pip install pixeltable<\/pre><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5271604874419647061\/thumb.webp?hash=cxn0Zhz6GRVziCG5Tbgcog&ts=1789284523' alt='\ud83d\udd17'> <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/Jao9ZA\"><b>\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b<\/b><\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":712,"media":{"root":"\/013\/3h0AACsAAkcAAAAAakHbscL-cno","photo":{"thumbs":{"m":{"w":320,"h":320,"hash":"yKa8BCTaz_8-iNF_-mSELw&ts=1789284523"},"x":{"w":800,"h":800,"hash":"CZbkmCMPT0CkOkmBW1_NaQ&ts=1789284523"},"y":{"w":1080,"h":1080,"hash":"QgpGTX1y_Gp2Dknf2iFG7A&ts=1789284523"},"i":{"bytes":"AoACg|DQiSDyk3hM4zzSskORt8r9KqvqMduUiZM\/IDnNNbWYlxiPP0P\/ANam27iSVi1tjx92E\/Q05Vhx86xD6EVR\/tqIf8sD+dH9tw\/88T+dK7CyLsyQ+U+0JuwelFVY9SS63xLGVO0nOaK0i3YiSVzO1E4uF5x+7Wqhb3z+FW9R\/wCPhf8ArmtUz7\/yqHuWthCc0UUDrzSAuacMXT\/9c2oo07m5b\/rmaK0jsTLc1xFZyojSqhfaByaPs2n\/ANyP86KKTirgmw+y6f8A3I\/zo+y6f\/cj\/OiijlQczAw2cSM0KoH2kDBoooq4rQls\/9k="}}}}},{"channel_id":1191313451,"post_id":7645,"date":1788859895000,"forwards":"1","views":"59","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5348302871383263062\/thumb.webp?hash=IE6bfKqjafQyDn3Unx8Akg&ts=1789284523' alt='\ud83e\udde0'><b> \u0417\u0430\u0447\u0435\u043c Pipeline \u0432 scikit-learn<br><\/b><br>\u0427\u0430\u0441\u0442\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u2014 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u0441\u044c \u0434\u0430\u0442\u0430\u0441\u0435\u0442, \u0430 \u043f\u043e\u0442\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c \u0435\u0433\u043e \u043d\u0430 train\/test:<pre>scaler.fit_transform(X)  # \u0443\u0436\u0435 \u0443\u0432\u0438\u0434\u0435\u043b \u0432\u0435\u0441\u044c \u0434\u0430\u0442\u0430\u0441\u0435\u0442<br>X_train, X_test = train_test_split(X)<\/pre><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5474593159201695139\/thumb.webp?hash=7cN2P9TN1C3KJhufXSsCqg&ts=1789284523' alt='\ud83d\udca1'> <b>\u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0435\u0435 \u0441\u043f\u0440\u044f\u0442\u0430\u0442\u044c preprocessing \u0432\u043d\u0443\u0442\u0440\u044c Pipeline:<br><\/b><pre>from sklearn.pipeline import make_pipeline<br>from sklearn.preprocessing import StandardScaler<br>from sklearn.linear_model import LogisticRegression<br><br>model = make_pipeline(<br>    StandardScaler(),<br>    LogisticRegression()<br>)<br><br>model.fit(X_train, y_train)<br>score = model.score(X_test, y_test)<\/pre>\u0422\u0435\u043f\u0435\u0440\u044c StandardScaler \u043e\u0431\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 X_train.<br><br>\u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e \u043f\u0440\u0438 cross-validation: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u043e\u043b\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0432\u043e\u0439 fit preprocessing.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5273828224369987959\/thumb.webp?hash=MqB4hLlwsRB2RmaWlM7n4g&ts=1789284523' alt='\ud83e\udd29'> \u0412\u0441\u0451, \u0447\u0442\u043e \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u2014 scaler, encoder, imputer \u0438 \u0442. \u043f. \u2014 \u043b\u0443\u0447\u0448\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 Pipeline. \u0422\u0430\u043a \u043c\u0435\u043d\u044c\u0448\u0435 \u0448\u0430\u043d\u0441\u043e\u0432 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e \u0443\u0441\u0442\u0440\u043e\u0438\u0442\u044c data leakage.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5244556647858188797\/thumb.webp?hash=M57d4OYkNHCT03snzibosQ&ts=1789284523' alt='\ud83d\udccd'> \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":919},{"channel_id":1191313451,"post_id":7642,"date":1788770382000,"forwards":"4","views":"464","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5474593159201695139\/thumb.webp?hash=7cN2P9TN1C3KJhufXSsCqg&ts=1789284523' alt='\ud83d\udca1'><b> GPT-6 Astra: \u043c\u043e\u0434\u0435\u043b\u0438 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043a\u0430\u043a \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0430\u0433\u0435\u043d\u0442\u044b<br><\/b><br>OpenAI <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/gf_AXg\"><b>\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430<\/b><\/a> GPT-6 Astra \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0434\u0435\u043b\u0430\u0435\u0442 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u0442\u0432\u0435\u0442\u0430 \u043a \u0434\u043e\u043b\u0433\u0438\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u0437\u0430\u0434\u0430\u0447\u0430\u043c.<br><br><b>\u0427\u0442\u043e \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e\u0433\u043e:<br><\/b><br>\u2014 Astra \u0443\u043c\u0435\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0437\u0430\u043c\u0435\u0442\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u043e\u043a\u043d\u0430\u043c\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0438 \u0438\u0441\u043a\u0430\u0442\u044c \u043f\u043e \u043f\u0440\u043e\u0448\u043b\u044b\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f\u043c \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432;<br>\u2014 \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 Blender, Excel, Power BI \u0438 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043e\u043c;<br>\u2014 \u043d\u0430 Terminal-Bench Science \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0430 64,6% \u043d\u0430 70 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445;<br>\u2014 \u043d\u0430 BenchCAD \u2014 95,9% \u043d\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 CAD-\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c \u043f\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c.<br><br>\u041f\u0440\u0438 \u044d\u0442\u043e\u043c Astra \u043d\u0435 \u0441\u0442\u0430\u043b\u0430 \u0431\u0435\u0437\u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0435\u0441\u0442\u0430\u0445: \u0432 coding-\u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0430\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043e\u0432 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c.<br><br>\ud83d\udccd \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":730,"grouped_id":14310163056035506,"media":{"gallery":[{"root":"\/002\/2h0AACsAAkcAAAAAGHzoSo3AKtU","photo":{"thumbs":{"m":{"w":320,"h":180,"hash":"nuw6TYmiBZkfQkLC6z7Xhg&ts=1789284523"},"x":{"w":800,"h":450,"hash":"etwR6Dxe-mmH0W_n-4H2Mg&ts=1789284523"},"y":{"w":1024,"h":576,"hash":"gCFkbO6MDTp-AqHejaXH0w&ts=1789284523"},"i":{"bytes":"AXACg|DINNqQ7MdGzTAOaADgfWkqUxkR7sj6VGevHSgBR1opRs2\/xbv0opiAik6HNFFAC5pOpoooAUCiiigD\/9k="}}}},{"root":"\/002\/2x0AACsAAkcAAAAAGHzoSo3AKtU","photo":{"thumbs":{"m":{"w":320,"h":180,"hash":"nW0bFi2mN5UHUJEUc7oA1g&ts=1789284523"},"x":{"w":800,"h":450,"hash":"nVT9E_4Kq6HfoIj14FF7pg&ts=1789284523"},"y":{"w":1024,"h":576,"hash":"lBidcB7OR5OeVyUoHrjxMw&ts=1789284523"},"i":{"bytes":"AXACg|DZopKa+\/HyFfxFADsimlwJAnOSM9OKYBPnqn61NQJHPauf+JifoKKdqsbNfkgEjAFFAxp1O8z\/AK0f98ik\/tS8\/wCeo\/75FFFMQf2pe\/8APUf98ilGp3neX6fKKKKAIJJZJpTJIdzHv0ooooA\/\/9k="}}}},{"root":"\/00c\/3B0AACsAAkcAAAAAixN-SGD3trw","photo":{"thumbs":{"m":{"w":320,"h":275,"hash":"zFz4xNOBXE9kgYUXkpLYEQ&ts=1789284523"},"x":{"w":800,"h":687,"hash":"LTdZTlZEJZY551OQ76aRYQ&ts=1789284523"},"y":{"w":1024,"h":880,"hash":"fPMUmqshJJQVxmRtBBh67A&ts=1789284523"},"i":{"bytes":"AiACg|CzJpyvIzG4kGSTgGkOlhRn7RKfqav5y2P60r\/dNAFAaYP+fiX160f2Yv8Az8S+vWrwPH4Ud\/w9aAKcWnhJFk86Q4IOM0VdB4FFADMjecn9f\/r0442cHj603HzHlvzpx+53oAB0\/ClxSL0pcUAA7UUtFACbVyflH5UYGzGKKKAAUtFFABRRRQB\/\/9k="}}}}]}},{"channel_id":1191313451,"post_id":7641,"date":1788701120000,"forwards":"56","views":"425","text":"<b><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5445071714377544520\/thumb.webp?hash=JwZSRaB97GSn-tWGuWDrag&ts=1789284523' alt='\ud83c\udf38'><\/b><b> \u0415\u0441\u043b\u0438 \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c <\/b><code>model.fit()<\/code><b>, \u0430 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0443 ML, \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u043a\u043d\u0438\u0433\u0443 \u201cPen &amp; Paper Exercises in Machine Learning\u201d<br><\/b><br>\u042d\u0442\u043e \u0441\u0431\u043e\u0440\u043d\u0438\u043a \u0437\u0430\u0434\u0430\u0447 \u0441 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c\u0438, \u0433\u0434\u0435 \u0432\u044b \u043d\u0430 \u0431\u0443\u043c\u0430\u0433\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0435:<blockquote>\u2014 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0430\u043b\u0433\u0435\u0431\u0440\u0443<br>\u2014 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438<br>\u2014 Variational Inference<br>\u2014 Monte-Carlo \u043c\u0435\u0442\u043e\u0434\u044b<\/blockquote>\ud83d\udccd \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":369,"media":{"root":"\/011\/2R0AACsAAkcAAAAApCu_TU_4p68","document":{"file_name":"ML_\u0441\u0431\u043e\u0440\u043d\u0438\u043a.pdf","mime_type":"application\/pdf","size":2497025,"thumbs":{"m":{"w":226,"h":320,"hash":"rtV_H-H-_H0AyYFPKbYKMQ&ts=1789284523"},"i":{"bytes":"AoABw|DZoo7U35uaAHUUgJ7iloATtS4HoKO1FABRRRQAUfjRRQAUUUUAf\/\/Z"}}}}},{"channel_id":1191313451,"post_id":7640,"date":1788609121000,"forwards":"12","views":"248","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5971808079811972376\/thumb.webp?hash=H7sVtO2jriFHns3Obt0nHg&ts=1789284523' alt='\ud83e\udd16'><b> \u041d\u0435 \u043e\u0434\u043d\u0430 LLM, \u0430 \u0440\u043e\u0443\u0442\u0435\u0440<br><\/b><br>\u0417\u0430\u0447\u0435\u043c \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u0441\u0430\u043c\u0443\u044e \u0434\u043e\u0440\u043e\u0433\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c? LiteLLM \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043c\u0435\u0436\u0434\u0443 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0438 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0442\u044c \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c, latency \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c.<br><br>\u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u0434\u0435\u0448\u0451\u0432\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u2014 \u043c\u043e\u0449\u043d\u0430\u044f. \u0422\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u0443\u0436\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e LLM-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b.<br><br>\ud83d\udd17 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/DxoT6A\"><b>LiteLLM \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f<\/b><\/a><br><br>\ud83d\udccd \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 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target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":71,"media":{"root":"\/00e\/1x0AACsAAkcAAAAAEkC3CJ9_45E","photo":{"thumbs":{"m":{"w":236,"h":320,"hash":"NV5sc_rECm2ctKZNkpxGuA&ts=1789284523"},"x":{"w":582,"h":790,"hash":"pGPJfoNl831gpxj1ircJcA&ts=1789284523"},"i":{"bytes":"AoAB0|DWkJUZBwO9ReaePnH6f41RtXuGhRnkf5yTkntU7zkKfmYY96Vx2JxKxOA3Ppx\/jU6ggcnJ9a5xru45PnSf99Gomu7oH\/j4l\/76NFxGtC4ESRHoFxVecqhODgAYqqdxKgZ+Y4wKnlhKYa4YkdwOtSimVNvmOFHc0FGXgipIysU277yAfeA6fWroIYZIBoYC2dnKJw8kZAUcZ9alvLaSWNlVCT2oop2FcpSWt1wI7cqCvzY70+S0uRGgjiIxnNFFOwH\/2Q=="}}}}},{"channel_id":1191313451,"post_id":7638,"date":1788433933000,"forwards":"25","views":"305","text":"<img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5348302871383263062\/thumb.webp?hash=IE6bfKqjafQyDn3Unx8Akg&ts=1789284523' alt='\ud83e\udde0'><b> DAAF: Claude Code \u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<br><\/b><br>\u041f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0439 open-source \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u2014 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/cDSf0A\"><b>Data Analyst Augmentation Framework (DAAF)<\/b><\/a>. \u041e\u043d \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 Claude Code \u0432 \u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a\u0430 \u0434\u043b\u044f \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0430 Python \u0438\u043b\u0438 R.<blockquote>\u041c\u043e\u0436\u043d\u043e \u0434\u0430\u0442\u044c \u0435\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443, \u0430 \u0434\u0430\u043b\u044c\u0448\u0435 \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0441 \u043a\u043e\u0434\u043e\u043c, \u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u0430\u043d\u0430\u043b\u0438\u0437\u043e\u043c \u0438 \u043e\u0442\u0447\u0451\u0442\u043e\u043c. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043a\u0430\u0436\u0434\u044b\u0439 \u0448\u0430\u0433 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.<\/blockquote>\u0421\u0432\u0435\u0436\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f 3.0.2 \u0432\u044b\u0448\u043b\u0430 18 \u0430\u0432\u0433\u0443\u0441\u0442\u0430.<br><br>\ud83d\udccd \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":494,"media":{"root":"\/00b\/1h0AACsAAkcAAAAAQFSyk03iO6I","photo":{"thumbs":{"m":{"w":320,"h":289,"hash":"7dXztLisNoFYHvtx_9Rshg&ts=1789284523"},"x":{"w":800,"h":722,"hash":"68yV4mzLCN01qBooZc2wNw&ts=1789284523"},"y":{"w":1170,"h":1056,"hash":"ZG5DMicnpuxQ0ezpMmG1Cg&ts=1789284523"},"i":{"bytes":"AkACg|DMKOEDFcA9DTfwpwGQPn4+tJj\/AGv1pgJml8zjGB+VG0f3hRsGfvCgA38dKKQgDvzRQA7IAHTp6Ubh2A\/KmUUCHbvYUbv9kU2igB5GUz8v0B5oplFABRRRQMKKKKACiiigD\/\/Z"}}}}},{"channel_id":1191313451,"post_id":7637,"date":1788361331000,"forwards":"5","views":"734","comments":"1","text":"<b>\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u0439\u0442\u0438\u0448\u043d\u0438\u043a\u0443 \u0432 \u043d\u0430\u0448\u0435 \u0442\u0443\u0440\u0431\u0443\u043b\u0435\u043d\u0442\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f?<\/b><br><br>\u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0435\u0440\u0432\u044b\u0439: \u0441\u043a\u0443\u0447\u0430\u0442\u044c \u043f\u043e \u0441\u0442\u0430\u0440\u044b\u043c \u0434\u043e\u0431\u0440\u044b\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0430\u043c, \u043a\u043e\u0433\u0434\u0430 \u0442\u044b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u043b \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 400\u043a+ \u043e\u0434\u043d\u043e\u0439 \u043b\u0435\u0432\u043e\u0439 \u043f\u044f\u0442\u043a\u043e\u0439 \u0438 \u0434\u0443\u043c\u0430\u043b, \u0447\u0442\u043e \u0442\u0430\u043a \u0431\u0443\u0434\u0435\u0442 \u0432\u0441\u0435\u0433\u0434\u0430.<br><br>\u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0432\u0442\u043e\u0440\u043e\u0439: <b>\u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f.<\/b><br><br>\u041f\u043e\u0432\u044b\u0448\u0430\u0442\u044c \u0441\u043a\u0438\u043b\u043b\u044b. \u0423\u0447\u0438\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0433\u043d\u0443\u0442\u044c \u043f\u0430\u043b\u044c\u0446\u044b. \u0418, \u043a\u043e\u043d\u0435\u0447\u043d\u043e, <u>\u0447\u0438\u0442\u0430\u0442\u044c \u0411\u043e\u0433\u0434\u0430\u043d\u0430<\/u>. \u041e\u043d \u0431\u043e\u043b\u044c\u0448\u0435 6 \u043b\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0431\u0438\u0433\u0442\u0435\u0445\u0435 \u0438 \u043f\u0440\u043e\u0448\u0451\u043b 350+ \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439.<br><br>\u2014 <b><u>\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0432\u043e\u0451 \u0440\u0435\u0437\u044e\u043c\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442 \u043e\u0442\u043a\u043b\u0438\u043a\u043e\u0432<\/u><\/b><br>\u2014 <b><u>\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u044b \u043d\u0435 \u0437\u0430\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0448\u044c 400\u043a?<\/u><\/b><br>\u2014 <b><u>\u0413\u0434\u0435 \u0438\u0441\u043a\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 ML-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0443?<\/u><\/b><br><br>\u0418 \u0435\u0449\u0451 \u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0443\u0436\u0435 \u0436\u0434\u0451\u0442 \u0442\u0435\u0431\u044f \u043d\u0430 <u>\u043a\u0430\u043d\u0430\u043b\u0435<\/u>.<br><br><b>\u0415\u0441\u043b\u0438 \u0445\u043e\u0447\u0435\u0448\u044c \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0430 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u0432\u044b\u0445\u043e\u0434\u0438\u0442\u044c \u043e\u0442\u0442\u0443\u0434\u0430 \u0441 \u043a\u0440\u0443\u0442\u044b\u043c\u0438 \u043e\u0444\u0444\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0441\u044f \u043d\u0430 \u0411\u043e\u0433\u0434\u0430\u043d\u0430: <\/b><a href=\"https:\/\/t.me\/ml_cabin_destroyers\" target=\"_blank\" rel=\"noreferrer nofollow\"><b><u>https:\/\/t.me\/ml_cabin_destroyers<\/u><\/b><\/a><br><br>\u0420\u0435\u043a\u043b\u0430\u043c\u0430<br>\u0418\u041f \u041a\u0430\u043c\u0430\u0435\u0432 \u0411\u043e\u0433\u0434\u0430\u043d \u042d\u043b\u044c\u043c\u0430\u0440\u043e\u0432\u0438\u0447 <br>\u0418\u041d\u041d 770973951244<br>erid:CQH36pWzJqVJCbWwdw8YPGbm54Rbkkq1PurWH8do19EkU6","text_length":801,"media":{"root":"\/012\/1R0AACsAAkcAAAAA6Awz4sqnVSc","photo":{"thumbs":{"m":{"w":320,"h":320,"hash":"ypGwHi6QYsUCliU8ae8uqg&ts=1789284523"},"x":{"w":760,"h":760,"hash":"LkHwfldzlWqi__TmNl6MbQ&ts=1789284523"},"i":{"bytes":"AoACg|DUlcqDg46elMEpwPmP\/jtSSE54z+v9Kbz7\/wDj1ADDKwON\/wD6DTo5cnBbOfcUpLe\/\/j1IN3v\/AOPUAT0UijA56\/WigCKXGSD2we1Q\/Ln\/APZqw+cnA4x703De\/wD49QBE2Ov+FIpVWB4\/8dqb5vf\/AMeoUOT\/APtCgCVTuUHGM0UihgMNiigCOTzd3ybse2P60KspHzO6n6DmiigBxR8cSsPwFGx8f6059cCiigByqy5y5b64ooooA\/\/Z"}}}}},{"channel_id":1191313451,"post_id":7636,"date":1788350695000,"forwards":"7","views":"217","comments":"1","text":"<b>\ud83e\udd16 Anthropic \u0443\u0447\u0438\u0442 AI-\u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u043c \u0436\u0435\u043b\u0435\u0437\u043e\u043c<br><\/b><br>Anthropic \u043e\u0442\u043a\u0440\u044b\u043b\u0430 research preview Model Hardware Standard (MHS) \u2014 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c, \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u043c.<br><br>\u041c\u0438\u043a\u0440\u043e\u0441\u043a\u043e\u043f\u0430\u043c\u0438, liquid handler\u2019\u0430\u043c\u0438, \u043b\u0430\u0437\u0435\u0440\u0430\u043c\u0438, plate reader\u2019\u0430\u043c\u0438, \u0440\u043e\u0431\u043e\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u0440\u0443\u043a\u0430\u043c\u0438 \u0438 \u0434\u0440\u0443\u0433\u0438\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0436\u0435\u043b\u0435\u0437\u043e\u043c.<br><br>\u0418\u0434\u0435\u044f \u043f\u043e\u0445\u043e\u0436\u0430 \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e MCP \u0441\u0434\u0435\u043b\u0430\u043b \u0434\u043b\u044f \u0441\u043e\u0444\u0442\u0430: \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043f\u043e\u0434 \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0435\u0434\u0438\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u043d\u0438\u043c.<br><br>MHS \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u044b \u0441 \u0431\u0430\u0437\u043e\u0432\u044b\u043c\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0432\u0440\u043e\u0434\u0435 read \u0438 write. \u0412 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 \u043c\u043e\u0436\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0435\u0433\u043e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u2014 \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u0435\u0441 \u0440\u043e\u0431\u043e\u0440\u0443\u043a\u0438 \u0438\u043b\u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0440\u0430\u0431\u043e\u0442\u044b. \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u044d\u0442\u0443 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u0438 \u043c\u043e\u0436\u0435\u0442 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e. <br><br><b>Anthropic \u0443\u0436\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442:<\/b><br><b><br><\/b><blockquote>\u2014 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0431\u043e\u0440\u0430\u043c\u0438;<br>\u2014 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438;<br>\u2014 \u0440\u0435\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u043d\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043e\u0448\u0438\u0431\u043a\u0438 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f;<br>\u2014 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0438\u0440\u0443\u0435\u0442 \u0440\u043e\u0431\u043e\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0440\u0443\u043a\u0443 \u0438 liquid handler;<br>\u2014 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u0443\u044e \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0432 \u043e\u0431\u044b\u0447\u043d\u044b\u0439 \u043a\u043e\u0434 \u0434\u043b\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.<\/blockquote>\u0412 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 Anthropic \u043f\u0438\u0448\u0435\u0442, \u0447\u0442\u043e MHS \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u0442\u0440\u0438 \u0440\u0430\u0437\u0430 \u0431\u044b\u0441\u0442\u0440\u0435\u0435. \u041d\u043e \u044d\u0442\u043e \u043f\u043e\u043a\u0430 \u0440\u0430\u043d\u043d\u0438\u0439 preview, \u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043f\u0430\u0440\u0442\u043d\u0451\u0440\u0441\u043a\u0438\u0445 \u0442\u0435\u0441\u0442\u043e\u0432. <br><br>\u0418 \u0437\u0434\u0435\u0441\u044c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e\u0435.<br><br>\u0423 \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u043a API \u043e\u0448\u0438\u0431\u043a\u0430 \u2014 \u044d\u0442\u043e \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u0432 \u0431\u0430\u0437\u0443 \u0438\u043b\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b.<br><br>\u0423 \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u043a \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044e \u043e\u0448\u0438\u0431\u043a\u0430 \u043c\u043e\u0436\u0435\u0442 \u043e\u0437\u043d\u0430\u0447\u0430\u0442\u044c \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u043e\u0431\u0440\u0430\u0437\u0435\u0446, \u0441\u0442\u043e\u043b\u043a\u043d\u043e\u0432\u0435\u043d\u0438\u0435 \u0440\u043e\u0431\u043e\u0442\u043e\u0432 \u0438\u043b\u0438 \u0438\u0441\u043f\u043e\u0440\u0447\u0435\u043d\u043d\u044b\u0439 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.<br><br>\u041f\u043e\u044d\u0442\u043e\u043c\u0443 Anthropic \u043f\u043e\u043a\u0430 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u0442 MHS \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u043e\u0439 \u0433\u0440\u0443\u043f\u043f\u043e\u0439 \u043f\u0430\u0440\u0442\u043d\u0451\u0440\u043e\u0432 \u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 safety evaluations \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430.<br><br>\u041f\u043e\u0445\u043e\u0436\u0435, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u044d\u0442\u0430\u043f agentic AI \u2014 \u044d\u0442\u043e \u0443\u0436\u0435 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u0434\u0430\u0439 \u043c\u043d\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb \u0438\u043b\u0438 \u00ab\u0437\u0430\u043f\u0443\u0441\u0442\u0438 \u043a\u043e\u0434\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0432\u0435\u0434\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u00bb.<br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5974492756494519709\/thumb.webp?hash=eObElm9nPCP0kKuPYqNPPg&ts=1789284523' alt='\ud83d\udd17'> <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/0jUGMA\"><b>\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a<\/b><\/a><br><br>\ud83d\udccd \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f: <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/g6uNtw\">\u0412\u0430\u043a\u0430\u043d\u0441\u0438\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/5gwcbw\">\u0417\u0430\u0434\u0430\u0447\u0438<\/a> \u2022 <a target=\"_blank\" rel=\"noreferrer nofollow\" href=\"https:\/\/clc.to\/k9zrvA\">\u0421\u043e\u0431\u0435\u0441\u044b<\/a><br><br><img class='tg-emoji' loading='lazy' src='https:\/\/televisor.tlgrm.dev\/emoji\/5202102283411677983\/thumb.webp?hash=SUJ4gB1kbvWYJea8QxtKCw&ts=1789284523' alt='\ud83d\udc38'> <a title=\"\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430 | Data Science, Machine learning, \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\" href=\"\/channels\/@dsproglib\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430<\/a>","text_length":1966,"media":{"root":"\/00e\/1B0AACsAAkcAAAAAEkC3CJ9_45E","video":{"duration":23,"w":3840,"h":2160,"is_animation":false,"is_round":false,"mime_type":"video\/mp4","size":43914436,"thumbs":{"m":{"w":320,"h":180,"hash":"0nuDt-FODx_uedsfY7q6-Q&ts=1789284523"},"i":{"bytes":"AWACg|DGooooAKKKKACiiigAooooAKKKKACiiigD\/9k="}},"streamable":true,"televisor_hash":null}}}]