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src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-10.png\"  alt=\"\" width=\"720\" height=\"405\" \/> <\/p>\n<p><strong class=\"\">DeepSeek\u6a21\u578b\u6027\u80fd\u6982\u89c8<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u901a\u8fc7\u5bf9\u6bd4DeepSeek-V3\u4e0e\u5176\u4ed6\u4e3b\u6d41\u5927\u6a21\u578b\uff08\u5982GPT-4\u3001Llama-3.1\u3001Qwen2.5\u7b49\uff09\u5728\u4e0d\u540c\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\uff0c\u5c55\u793a\u4e86DeepSeek\u5728\u6027\u80fd\u4e0a\u7684\u4f18\u52bf\u3002\u7279\u522b\u6307\u51faDeepSeek\u5728MMLU-Pro\u3001GPQA-Diamond\u7b49\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\uff0c\u4ee5\u53ca\u5176\u5728\u4ee3\u7801\u751f\u6210\u548c\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u7a81\u51fa\u80fd\u529b\u3002<\/div>\n<\/li>\n<\/ul>\n<p><strong class=\"\">\u7b97\u529b\u7684\u5b9a\u4e49\u4e0e\u53d1\u5c55<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7b97\u529b\u7684\u6982\u5ff5\uff0c\u5305\u62ec\u4f20\u7edf\u7b97\u529b\u4e0e\u73b0\u4ee3\u7b97\u529b\u7684\u533a\u522b\uff0c\u4ee5\u53ca\u7b97\u529b\u7684\u53d1\u5c55\u5386\u7a0b\u3002\u4ece\u65e9\u671f\u7684\u5927\u578b\u673a\u65f6\u4ee3\u5230\u73b0\u4ee3\u7684\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u7b97\u529b\u7684\u9700\u6c42\u548c\u5b9e\u73b0\u65b9\u5f0f\u53d1\u751f\u4e86\u5de8\u5927\u53d8\u5316\u3002\u6587\u7ae0\u8fd8\u63a2\u8ba8\u4e86\u7b97\u529b\u3001\u5b58\u529b\u548c\u8fd0\u529b\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-43336 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-11.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <\/p>\n<p><strong class=\"\">\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u7684\u7b97\u529b\u9700\u6c42<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u5206\u6790\u4e86\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u5bf9\u7b97\u529b\u7684\u9700\u6c42\uff0c\u5305\u62ec\u6570\u636e\u91cf\u3001\u6a21\u578b\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u6b21\u6570\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u901a\u8fc7OpenAI\u7684Scaling Laws\uff0c\u6587\u7ae0\u89e3\u91ca\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u7b97\u529b\u89c4\u6a21\uff0c\u5e76\u4ee5\u5177\u4f53\u7684\u8ba1\u7b97\u516c\u5f0f\u548c\u5b9e\u4f8b\u8bf4\u660e\u4e86\u7b97\u529b\u9700\u6c42\u7684\u4f30\u7b97\u65b9\u6cd5\u3002<\/div>\n<\/li>\n<\/ul>\n<div class=\"paragraph\"><strong class=\"\" style=\"font-size: 1rem;\">\u7b97\u529b\u6210\u672c\u5206\u6790\u4e0e\u4f18\u5316<\/strong><\/div>\n<ul>\n<li>\n<div class=\"paragraph\">\u63a2\u8ba8\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6210\u672c\u95ee\u9898\uff0c\u5305\u62ec\u786c\u4ef6\u6210\u672c\uff08\u5982GPU\u7684\u9009\u62e9\uff09\u3001\u8bad\u7ec3\u65f6\u95f4\u6210\u672c\u4ee5\u53ca\u63a8\u7406\u6548\u7387\u3002\u6587\u7ae0\u5bf9\u6bd4\u4e86\u534e\u4e3a910B\u548c\u82f1\u4f1f\u8fbeH800\u7b49\u4e0d\u540c\u786c\u4ef6\u7684\u6027\u80fd\u548c\u6210\u672c\uff0c\u5e76\u63d0\u51fa\u4e86\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u7684\u65b9\u6cd5\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43339 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-12.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <\/p>\n<p><strong class=\"\">DeepSeek\u7684\u6280\u672f\u521b\u65b0<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u4ecb\u7ecd\u4e86DeepSeek\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\uff0c\u5305\u62ecMoE\u67b6\u6784\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u3001MLA\uff08Multi-Head Latent Attention\uff09\u6280\u672f\u4ee5\u53ca\u81ea\u7814\u8f7b\u91cf\u7ea7\u6846\u67b6DualPipe\u3002\u8fd9\u4e9b\u6280\u672f\u901a\u8fc7\u51cf\u5c11\u8ba1\u7b97\u91cf\u3001\u4f18\u5316\u5185\u5b58\u4f7f\u7528\u548c\u63d0\u5347\u901a\u4fe1\u6548\u7387\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u3002<\/div>\n<\/li>\n<\/ul>\n<p><strong class=\"\">DeepSeek\u7684\u8bad\u7ec3\u6210\u672c\u4e0e\u6027\u80fd\u4f18\u5316<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u901a\u8fc7\u5bf9\u6bd4DeepSeek-V3\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\uff0c\u5c55\u793a\u4e86DeepSeek\u5728\u6210\u672c\u63a7\u5236\u65b9\u9762\u7684\u4f18\u52bf\u3002\u6587\u7ae0\u6307\u51fa\uff0cDeepSeek\u901a\u8fc7\u6fc0\u6d3b\u5c11\u91cf\u53c2\u6570\uff08\u598237B\/671B\uff09\u5b8c\u6210\u4efb\u52a1\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5355\u6b21\u8bad\u7ec3\u6210\u672c\uff0c\u5e76\u901a\u8fc7\u4f18\u5316\u63a8\u7406\u6548\u7387\u63d0\u5347\u4e86\u6027\u80fd\u3002<\/div>\n<\/li>\n<\/ul>\n<div class=\"paragraph\"><strong class=\"\" style=\"font-size: 1rem;\">\u5e94\u5bf9\u7b97\u529b\u7981\u4ee4\u7684\u6280\u672f\u7a81\u7834<\/strong><\/div>\n<ul>\n<li>\n<div class=\"paragraph\">\u8ba8\u8bba\u4e86\u7f8e\u56fd\u5bf9\u4e2d\u56fdAI\u53d1\u5c55\u7684\u9650\u5236\u7b56\u7565\uff0c\u5305\u62ec\u9ad8\u7aef\u82af\u7247\u51fa\u53e3\u7981\u4ee4\u548cHBM\u82af\u7247\u9650\u5236\u3002\u6587\u7ae0\u4ecb\u7ecd\u4e86DeepSeek\u5982\u4f55\u901a\u8fc7\u6280\u672f\u521b\u65b0\uff08\u5982FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u3001\u77e5\u8bc6\u84b8\u998f\u7b49\uff09\u7a81\u7834\u8fd9\u4e9b\u9650\u5236\uff0c\u5b9e\u73b0\u201c\u6218\u672f\u7a7f\u63d2\u201d\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43340 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-13.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <\/p>\n<p><strong class=\"\">DeepSeek\u7684\u672a\u6765\u5c55\u671b<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u5bf9\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8fdb\u884c\u4e86\u5c55\u671b\uff0c\u7279\u522b\u662fDeepSeek\u5728\u7b97\u529b\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\u5982\u4f55\u901a\u8fc7\u6280\u672f\u521b\u65b0\u4fdd\u6301\u7ade\u4e89\u529b\u3002\u6587\u7ae0\u9884\u6d4b\uff0c\u968f\u7740\u56fd\u5185\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u7684\u63d0\u5347\u548c\u5de5\u827a\u7a81\u7834\uff0cDeepSeek\u5c06\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u63a8\u5e7f\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43341 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-14.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-35469 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2024\/12\/AI-bot.png\"  alt=\"\" width=\"250\" height=\"250\" \/> <\/p>\n<p style=\"text-align: center;\">\u83b7\u53d6<strong>\u300aDeepSeek\u6a21\u578b\u4f18\u52bf\uff1a\u7b97\u529b\u3001\u6210\u672c\u89d2\u5ea6\u89e3\u8bfb\u300b<\/strong><\/p>\n<p style=\"text-align: center;\"><strong>\u300aDeepSeek\uff1a\u667a\u80fd\u65f6\u4ee3\u7684\u5168\u9762\u5230\u6765\u548c\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u5e38\u6001\u300b <\/strong><\/p>\n<p style=\"text-align: center;\"><strong>PDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a <strong><span style=\"color: #ff0000;\">20250221<\/span><\/strong><\/p>\n<h2>\u300aDeepSeek\uff1a\u667a\u80fd\u65f6\u4ee3\u7684\u5168\u9762\u5230\u6765\u548c\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u5e38\u6001\u300b<\/h2>\n<p><strong class=\"\">\u667a\u80fd\u6f14\u53d8<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u56de\u987e\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u4ece\u65e9\u671f\u7684\u6a21\u578b\u5230\u5982\u4eca\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u7279\u522b\u6307\u51fa\uff0c\u4eceGPT-1\u5230GPT-3\uff0c\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\u91cf\u663e\u8457\u589e\u52a0\uff0c\u5e26\u6765\u4e86\u66f4\u5f3a\u7684\u8bed\u8a00\u751f\u6210\u548c\u63a8\u7406\u80fd\u529b\u3002\u6587\u7ae0\u8fd8\u63a2\u8ba8\u4e86\u5927\u6a21\u578b\u5982\u4f55\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u5b66\u4e60\u4eba\u7c7b\u77e5\u8bc6\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43322 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-2.png\"  alt=\"\" width=\"680\" height=\"383\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43323 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-3.png\"  alt=\"\" width=\"679\" height=\"382\" \/> <\/p>\n<p><strong class=\"\">\u4eba\u673a\u534f\u4f5c<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u8ba8\u8bba\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u5e38\u6001\uff0c\u5305\u62ec\u201c\u5c0f\u52a9\u7406\u201d\u3001\u201c\u526f\u9a7e\u9a76\u201d\u548c\u201c\u4ee3\u7406\u4eba\u201d\u4e09\u79cd\u6a21\u5f0f\u3002\u6587\u7ae0\u901a\u8fc7\u5177\u4f53\u6848\u4f8b\u5c55\u793a\u4e86\u4eba\u673a\u534f\u4f5c\u5728\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3001\u4f18\u5316\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\uff0c\u5e76\u63a2\u8ba8\u4e86\u4eba\u673a\u534f\u4f5c\u5bf9\u804c\u4e1a\u53d1\u5c55\u548c\u793e\u4f1a\u7ed3\u6784\u7684\u5f71\u54cd\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43324 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-4.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <\/p>\n<p><strong class=\"\">\u4ea7\u4e1a\u73b0\u72b6<\/strong><\/p>\n<ul>\n<li>\n<div class=\"paragraph\">\u5206\u6790\u4e86\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u7684\u53d1\u5c55\u73b0\u72b6\uff0c\u5305\u62ec\u57fa\u7840\u6a21\u578b\u3001\u667a\u80fd\u5e94\u7528\u548c\u667a\u80fd\u786c\u4ef6\u7684\u8fdb\u5c55\u3002\u7279\u522b\u63d0\u5230DeepSeek\u5728\u4ea7\u4e1a\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u767e\u5ea6\u641c\u7d22\u3001\u5fae\u4fe1\u641c\u7d22\u3001\u5357\u65b9\u7535\u7f51\u7b49\u573a\u666f\u7684\u96c6\u6210\uff0c\u5e76\u8ba8\u8bba\u4e86AI\u5de5\u5177\u7684\u8fc5\u731b\u589e\u957f\u53ca\u5176\u5bf9\u5404\u884c\u4e1a\u7684\u63a8\u52a8\u4f5c\u7528\u3002<\/div>\n<\/li>\n<\/ul>\n<p> <img loading=\"lazy\" decoding=\"async\" class=\"wp-image-43325 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/02\/deepseek-courseware-series-2-5.png\"  alt=\"\" width=\"681\" height=\"383\" \/> <\/p>\n<p><strong 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