{"id":32001,"date":"2025-07-02T02:57:04","date_gmt":"2025-07-01T18:57:04","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=32001"},"modified":"2025-07-02T02:57:04","modified_gmt":"2025-07-01T18:57:04","slug":"jiudadingjikaiyuanbin","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/jiudadingjikaiyuanbin\/","title":{"rendered":"\u4e5d\u5927\u9876\u7ea7\u5f00\u6e90\u9879\u76ee\uff0c\u6253\u901a\u4f60\u7684 LLM \u5b66\u4e60\u4e4b\u8def"},"content":{"rendered":"<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6280\u672f\u65e5\u65b0\u6708\u5f02\uff0c\u5f00\u6e90\u793e\u533a\u4e5f\u968f\u4e4b\u6d8c\u73b0\u51fa\u5927\u91cf\u5b9d\u8d35\u7684\u5b66\u4e60\u8d44\u6e90\u3002\u5bf9\u4e8e\u5e0c\u671b\u7cfb\u7edf\u638c\u63e1 LLM \u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u4e9b\u9879\u76ee\u662f\u4e0d\u53ef\u591a\u5f97\u7684\u5b9e\u8df5\u5b9d\u5e93\u3002\u672c\u6587\u5c06\u6df1\u5165\u4ecb\u7ecd\u4e5d\u4e2a\u5728\u00a0<code>GitHub<\/code>\u00a0\u4e0a\u5e7f\u53d7\u597d\u8bc4\u7684\u9876\u7ea7\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u4eec\u4e0d\u4ec5\u8986\u76d6\u4e86\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7684\u5168\u8fc7\u7a0b\uff0c\u66f4\u63d0\u4f9b\u4e86\u5177\u4f53\u7684\u4ee3\u7801\u5b9e\u73b0\u548c\u5de5\u7a0b\u6307\u5bfc\uff0c\u8db3\u4ee5\u6210\u4e3a\u4f60\u5b66\u4e60\u8def\u4e0a\u7684\u575a\u5b9e\u9636\u68af\u3002<\/p>\n<h2>Datawhale \u7cfb\u5217\uff1a\u4e13\u4e3a\u4e2d\u6587\u5f00\u53d1\u8005\u6253\u9020\u7684\u7cfb\u7edf\u6027\u6559\u7a0b<\/h2>\n<p>\u56fd\u5185\u7684\u00a0<code>Datawhale<\/code>\u00a0\u5f00\u6e90\u7ec4\u7ec7\u5728 AI \u77e5\u8bc6\u666e\u53ca\u9886\u57df\u626e\u6f14\u4e86\u91cd\u8981\u89d2\u8272\u3002\u4ed6\u4eec\u63a8\u51fa\u7684\u4e00\u7cfb\u5217 LLM \u6559\u7a0b\uff0c\u56e0\u5176\u4f53\u7cfb\u5316\u7684\u5185\u5bb9\u3001\u5bf9\u4e2d\u6587\u73af\u5883\u7684\u53cb\u597d\u652f\u6301\u4ee5\u53ca\u6e05\u6670\u7684\u5b66\u4e60\u8def\u5f84\uff0c\u53d7\u5230\u4e86\u56fd\u5185\u5f00\u53d1\u8005\u7684\u5e7f\u6cdb\u6b22\u8fce\u3002<\/p>\n<h3>1. Happy-LLM\uff1a\u4ece\u96f6\u5230\u4e00\u7684\u539f\u7406\u4e0e\u5b9e\u8df5<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/20af757b485a033.png\" alt=\"\" \/><\/p>\n<p><code>Happy-LLM<\/code>\u00a0(5k Stars) \u662f\u4e00\u95e8\u5b8c\u5168\u514d\u8d39\u7684\u7cfb\u7edf\u6027\u5927\u6a21\u578b\u539f\u7406\u4e0e\u5b9e\u8df5\u6559\u7a0b\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u6df1\u5165\u7406\u89e3 LLM \u7684\u6838\u5fc3\u3002\u8bfe\u7a0b\u4ece NLP \u57fa\u7840\u6982\u5ff5\u5165\u624b\uff0c\u8be6\u7ec6\u5256\u6790\u4e86\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/transformer\/\">Transformer<\/a><\/code>\u00a0\u67b6\u6784\u548c\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u539f\u7406\u8fdb\u884c\u4e86\u6e05\u6670\u68b3\u7406\u3002<\/p>\n<p>\u8be5\u9879\u76ee\u7684\u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u201c\u52a8\u624b\u5b9e\u8df5\u201d\u3002\u5b83\u4e0d\u4ec5\u4f1a\u5e26\u9886\u4f60\u7528\u00a0<code>PyTorch<\/code>\u00a0\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u4e00\u4e2a\u5b8c\u6574\u7684\u00a0<code>LLaMA2<\/code>\u00a0\u6a21\u578b\uff0c\u8fd8\u8986\u76d6\u4e86\u8bad\u7ec3\u00a0<code>Tokenizer<\/code>\u3001\u6a21\u578b\u9884\u8bad\u7ec3\u3001\u76d1\u7763\u5fae\u8c03\u7684\u5168\u6d41\u7a0b\u3002\u540c\u65f6\uff0c\u8bfe\u7a0b\u4e5f\u5305\u542b\u4e86\u5bf9\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a><\/code>\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u548c\u00a0<code>Agent<\/code>\u00a0\u7b49\u524d\u6cbf\u6280\u672f\u7684\u5b9e\u6218\u8bb2\u89e3\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/datawhalechina\/happy-llm<\/code><\/li>\n<\/ul>\n<h3>2. LLM-Universe\uff1a\u9762\u5411\u521d\u5b66\u8005\u7684\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/f97f3fc6e338291.png\" alt=\"\" \/><\/p>\n<p><code>LLM-Universe<\/code>\u00a0(8.8k Stars) \u5c06\u76ee\u5149\u6295\u5411\u4e86\u5927\u6a21\u578b\u7684\u5e94\u7528\u843d\u5730\uff0c\u662f\u4e13\u4e3a\u7f16\u7a0b\u5c0f\u767d\u8bbe\u8ba1\u7684\u5165\u95e8\u8bfe\u7a0b\u3002\u6574\u4e2a\u6559\u7a0b\u4ee5\u4e00\u4e2a\u6781\u5177\u4ee3\u8868\u6027\u7684\u9879\u76ee\u2014\u2014\u201c\u57fa\u4e8e\u4e2a\u4eba\u77e5\u8bc6\u5e93\u7684\u667a\u80fd\u95ee\u7b54\u52a9\u624b\u201d\u4e3a\u4e3b\u7ebf\uff0c\u5e76\u5728\u963f\u91cc\u4e91\u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u5b9e\u8df5\u3002<\/p>\n<p>\u8bfe\u7a0b\u5185\u5bb9\u975e\u5e38\u52a1\u5b9e\uff0c\u6db5\u76d6\u4e86\u8c03\u7528\u56fd\u5185\u5916\u4e3b\u6d41\u5927\u6a21\u578b\u00a0<code>API<\/code>\uff08\u5982\u00a0<code>GPT<\/code>\u3001\u6587\u5fc3\u4e00\u8a00\u3001\u667a\u8c31\u00a0<code>GLM<\/code>\uff09\u7684\u65b9\u6cd5\u3001<code>Prompt<\/code>\u00a0\u5de5\u7a0b\u6280\u5de7\u3001\u4f7f\u7528\u00a0<code>LangChain<\/code>\u00a0\u6846\u67b6\u3001\u5411\u91cf\u6570\u636e\u5e93\u7684\u642d\u5efa\uff0c\u4ee5\u53ca\u6700\u540e\u5982\u4f55\u7528\u00a0<code>Streamlit<\/code>\u00a0\u5c06\u5e94\u7528\u6253\u5305\u6210\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u524d\u7aef\u754c\u9762\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/datawhalechina\/llm-universe<\/code><\/li>\n<\/ul>\n<h3>3. Self-LLM\uff1a\u5f00\u6e90\u5927\u6a21\u578b\u672c\u5730\u5316\u98df\u7528\u6307\u5357<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/603f206263b43e0.png\" alt=\"\" \/><\/p>\n<p><code>Self-LLM<\/code>\u00a0(20k Stars) \u88ab\u8a89\u4e3a\u201c\u4e3a\u4e2d\u56fd\u5b9d\u5b9d\u91cf\u8eab\u6253\u9020\u7684\u5f00\u6e90\u5927\u6a21\u578b\u98df\u7528\u6307\u5357\u201d\uff0c\u5176\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u5f00\u6e90\u6a21\u578b\u5728\u56fd\u5185\u73af\u5883\u4e0b\u7684\u79c1\u6709\u5316\u90e8\u7f72\u548c\u5fae\u8c03\u95ee\u9898\u3002\u5bf9\u4e8e\u5173\u5fc3\u6570\u636e\u9690\u79c1\u548c\u6a21\u578b\u5b9a\u5236\u5316\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u4e2a\u9879\u76ee\u6781\u5177\u4ef7\u503c\u3002<\/p>\n<p>\u5b83\u63d0\u4f9b\u4e86\u5728\u00a0<code>Linux<\/code>\u00a0\u73af\u5883\u4e0b\u5bf9\u00a0<code>LLaMA<\/code>\u3001<code>ChatGLM<\/code>\u3001<code>Qwen<\/code>\uff08\u901a\u4e49\u5343\u95ee\uff09\u3001<code>InternLM<\/code>\uff08\u4e66\u751f\u00b7\u6d66\u8bed\uff09\u7b49\u6570\u5341\u79cd\u56fd\u5185\u5916\u4e3b\u6d41\u6a21\u578b\u8fdb\u884c\u672c\u5730\u90e8\u7f72\u3001\u5168\u53c2\u6570\u5fae\u8c03\u548c\u00a0<code>LoRA<\/code>\u00a0\u9ad8\u6548\u5fae\u8c03\u7684\u8be6\u5c3d\u6b65\u9aa4\u3002\u6b64\u5916\uff0c\u6559\u7a0b\u8fd8\u6269\u5c55\u5230\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u90e8\u7f72\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/datawhalechina\/self-llm<\/code><\/li>\n<\/ul>\n<h3>4. LLM Cookbook\uff1a\u5434\u6069\u8fbe\u8bfe\u7a0b\u7684\u4e2d\u6587\u5b9e\u8df5\u7248<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0c538bfc26abe4f.webp\" alt=\"\u56fe\u7247\" \/><\/p>\n<p><code>LLM Cookbook<\/code>\u00a0(20.2k Stars) \u662f\u4e00\u4e2a\u57fa\u4e8e\u5434\u6069\u8fbe\u6559\u6388\u4e00\u7cfb\u5217\u5927\u6a21\u578b\u8bfe\u7a0b\u7684\u4e2d\u6587\u5b9e\u8df5\u7248\u672c\u3002\u5b83\u5c06\u539f\u7248\u8bfe\u7a0b\u7684\u6838\u5fc3\u601d\u60f3\u63d0\u70bc\u5e76\u672c\u5730\u5316\uff0c\u8986\u76d6\u4e86\u00a0<code>Prompt<\/code>\u00a0\u5de5\u7a0b\u3001<code>RAG<\/code>\u00a0\u5f00\u53d1\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u5173\u952e\u73af\u8282\u3002<\/p>\n<p>\u6b64\u9879\u76ee\u7684\u4e00\u5927\u7279\u8272\u662f\u63d0\u4f9b\u4e86\u4e0e\u539f\u8bfe\u7a0b\u914d\u5957\u7684\u4e2d\u82f1\u53cc\u8bed\u00a0<code>Jupyter Notebook<\/code>\u00a0\u4ee3\u7801\uff0c\u5e76\u9488\u5bf9\u56fd\u5185\u5f00\u53d1\u8005\u7684\u9700\u6c42\uff0c\u7279\u522b\u4f18\u5316\u4e86\u4e2d\u6587\u00a0<code>Prompt<\/code>\u00a0\u7684\u8bbe\u8ba1\u548c\u00a0<code>API<\/code>\u00a0\u8c03\u7528\u65b9\u6cd5\u3002\u8bfe\u7a0b\u88ab\u5206\u4e3a\u201c\u5fc5\u4fee\u201d\u548c\u201c\u9009\u4fee\u201d\u4e24\u90e8\u5206\uff0c\u65b9\u4fbf\u5b66\u4e60\u8005\u6839\u636e\u81ea\u8eab\u60c5\u51b5\u5faa\u5e8f\u6e10\u8fdb\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/datawhalechina\/llm-cookbook<\/code><\/li>\n<\/ul>\n<h2>\u5de5\u7a0b\u5316\u4e0e\u6df1\u5ea6\u5b9e\u8df5<\/h2>\n<p>\u638c\u63e1\u7406\u8bba\u540e\uff0c\u5c06\u6a21\u578b\u6295\u5165\u5b9e\u9645\u751f\u4ea7\u662f\u5fc5\u7ecf\u4e4b\u8def\u3002\u4ee5\u4e0b\u9879\u76ee\u805a\u7126\u4e8e\u5927\u6a21\u578b\u751f\u547d\u5468\u671f\u4e2d\u7684\u5173\u952e\u5de5\u7a0b\u6311\u6218\u3002<\/p>\n<h3>5. LLM-Action\uff1a\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u4e0e\u843d\u5730\u5b9e\u6218<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b156f8daa6e3973.png\" alt=\"\" \/><\/p>\n<p><code>LLM-Action<\/code>\u00a0(19k Stars) \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u4e0e\u5e94\u7528\u843d\u5730\u7684\u6280\u672f\u5206\u4eab\u9879\u76ee\u3002\u5b83\u4e0d\u50cf\u5165\u95e8\u6559\u7a0b\u90a3\u6837\u9762\u9762\u4ff1\u5230\uff0c\u800c\u662f\u6df1\u5165\u5230\u6a21\u578b\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u538b\u7f29\u548c\u5b89\u5168\u7b49\u5177\u4f53\u7684\u6280\u672f\u7ec6\u8282\u4e2d\u3002<\/p>\n<p>\u5176\u5185\u5bb9\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u4e2a\u5e9e\u5927\u7684\u6280\u672f\u77e5\u8bc6\u5e93\uff0c\u6db5\u76d6\uff1a<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a<code>LoRA<\/code>\u3001<code>QLoRA<\/code>\u3001<code>P-Tuning<\/code>\u00a0\u7b49\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\u548c\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002<\/li>\n<li><strong>\u63a8\u7406\u4f18\u5316<\/strong>\uff1a\u6df1\u5165\u8bb2\u89e3\u00a0<code>TensorRT-LLM<\/code>\u3001<code><a href=\"https:\/\/www.kdjingpai.com\/vllm\/\">vLLM<\/a><\/code>\u00a0\u7b49\u4e1a\u754c\u4e3b\u6d41\u63a8\u7406\u6846\u67b6\u3002<\/li>\n<li><strong>\u6a21\u578b\u538b\u7f29<\/strong>\uff1a\u7cfb\u7edf\u4ecb\u7ecd\u6a21\u578b\u91cf\u5316\u3001\u526a\u679d\u548c\u77e5\u8bc6\u84b8\u998f\u7b49\u6280\u672f\u3002<\/li>\n<li><strong>\u56fd\u4ea7\u5316\u9002\u914d<\/strong>\uff1a\u5305\u542b\u534e\u4e3a\u6607\u817e\u7b49\u56fd\u4ea7\u786c\u4ef6\u5e73\u53f0\u7684\u9002\u914d\u7ecf\u9a8c\u3002<\/li>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/liguodongiot\/llm-action<\/code><\/li>\n<\/ul>\n<h3>6. AI Engineering Hub\uff1a\u771f\u5b9e\u4e16\u754c AI \u5e94\u7528\u6848\u4f8b\u5e93<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e45bdbb24b97c9c.png\" alt=\"\" \/><\/p>\n<p><code>AI Engineering Hub<\/code>\u00a0(13.2k Stars) \u662f\u4e00\u4e2a\u5185\u5bb9\u4e30\u5bcc\u7684\u6df1\u5ea6\u6559\u7a0b\u4e0e\u5b9e\u8df5\u6848\u4f8b\u96c6\u5408\uff0c\u5176\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u9762\u5411\u771f\u5b9e\u4e16\u754c\u7684\u00a0<code>AI<\/code>\u00a0\u5e94\u7528\u201d\u3002\u8fd9\u4e2a\u9879\u76ee\u4e0d\u8c08\u7a7a\u6cdb\u7684\u7406\u8bba\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u5927\u91cf\u53ef\u4ee5\u76f4\u63a5\u4e0a\u624b\u4fee\u6539\u548c\u8fd0\u884c\u7684\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n<p>\u5b83\u56f4\u7ed5\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/deepseek-chatshena\/\">DeepSeek<\/a><\/code>\u3001<code>Llama<\/code>\u3001<code>Gemma<\/code>\u00a0\u7b49\u6d41\u884c\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u63d0\u4f9b\u4e86\u5305\u62ec\u00a0<code>RAG<\/code>\u3001\u591a\u00a0<code>Agent<\/code>\u00a0\u534f\u4f5c\u3001\u591a\u6a21\u6001\u5e94\u7528\u5728\u5185\u7684\u591a\u79cd\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u9879\u76ee\u5c06\u6838\u5fc3\u6559\u7a0b\u6574\u7406\u6210\u4e86\u4e00\u672c\u8d85\u8fc7500\u9875\u7684\u00a0<code>PDF<\/code>\u00a0\u6587\u6863\uff0c\u5b9b\u5982\u4e00\u672c\u8be6\u5c3d\u7684\u201c\u64cd\u4f5c\u624b\u518c\u201d\uff0c\u6781\u5177\u6536\u85cf\u4ef7\u503c\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/patchy631\/ai-engineering-hub<\/code><\/li>\n<\/ul>\n<h2>\u4ece\u96f6\u91cd\u6784\uff1a\u6df1\u5165\u7406\u89e3\u6a21\u578b\u5e95\u5c42<\/h2>\n<p>\u8981\u771f\u6b63\u6d1e\u6089 LLM \u7684\u5de5\u4f5c\u539f\u7406\uff0c\u6ca1\u6709\u4ec0\u4e48\u6bd4\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u4e00\u4e2a\u6a21\u578b\u66f4\u6709\u6548\u4e86\u3002<\/p>\n<h3>7. \u590d\u73b0\u5c0f GPT (MiniMind)\uff1a\u4e24\u5c0f\u65f6\u8bad\u7ec3\u4e13\u5c5e\u5fae\u578b GPT<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a5ebb254ebc91aa.png\" alt=\"\" \/><\/p>\n<p><code>MiniMind<\/code>\u00a0(22.6k Stars) \u662f\u4e00\u4e2a\u73b0\u8c61\u7ea7\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u5411\u6211\u4eec\u8bc1\u660e\u4e86\u666e\u901a\u5f00\u53d1\u8005\u4e5f\u80fd\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u81ea\u5df1\u7684\u00a0<code>GPT<\/code>\u3002\u501f\u52a9\u8be5\u9879\u76ee\uff0c\u4ec5\u9700\u4e00\u5757\u00a0<code>NVIDIA 3090<\/code>\u00a0\u663e\u5361\uff0c\u82b1\u8d39\u5927\u7ea6 2 \u5c0f\u65f6\uff0c\u5c31\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u4ec5 26MB \u5927\u5c0f\u7684\u8d85\u8f7b\u91cf\u7ea7\u00a0<code>GPT<\/code>\u00a0\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u7684\u5b9d\u8d35\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4f7f\u7528\u539f\u751f\u7684\u00a0<code>PyTorch<\/code>\u00a0\u91cd\u6784\u4e86\u00a0<code>Transformer<\/code>\u00a0\u89e3\u7801\u5668\u3001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801 (<code>RoPE<\/code>)\u3001<code>SwiGLU<\/code>\u00a0\u6fc0\u6d3b\u51fd\u6570\u7b49\u6240\u6709\u6838\u5fc3\u7b97\u6cd5\uff0c\u51e0\u4e4e\u4e0d\u4f9d\u8d56\u4efb\u4f55\u7b2c\u4e09\u65b9\u5e93\u7684\u9ad8\u5ea6\u5c01\u88c5\u63a5\u53e3\u3002\u5b83\u5b8c\u6574\u590d\u73b0\u4e86\u4ece\u9884\u8bad\u7ec3\u3001\u76d1\u7763\u5fae\u8c03 (<code>SFT<\/code>)\u3001<code>LoRA<\/code>\u00a0\u9002\u914d\uff0c\u5230\u00a0<code>DPO<\/code>\uff08\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff09\u5bf9\u9f50\u7684\u5de5\u4e1a\u5316\u6d41\u7a0b\uff0c\u662f\u6df1\u5165\u7406\u89e3 LLM \u5e95\u5c42\u7ec6\u8282\u7684\u7edd\u4f73\u6559\u6750\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/jingyaogong\/minimind<\/code><\/li>\n<\/ul>\n<h2>\u56fd\u9645\u89c6\u91ce\uff1a\u9876\u7ea7\u673a\u6784\u4e0e\u4e13\u5bb6\u7684\u6743\u5a01\u8bfe\u7a0b<\/h2>\n<p>\u6700\u540e\uff0c\u6765\u81ea\u56fd\u9645\u9876\u7ea7\u7814\u7a76\u8005\u548c\u79d1\u6280\u5de8\u5934\u7684\u5f00\u6e90\u8bfe\u7a0b\uff0c\u4e3a LLM \u5b66\u4e60\u63d0\u4f9b\u4e86\u6743\u5a01\u4e14\u524d\u6cbf\u7684\u89c6\u89d2\u3002<\/p>\n<h3>8. LLM Course\uff1a\u901a\u5f80 LLM \u79d1\u5b66\u5bb6\u7684\u8fdb\u9636\u4e4b\u8def<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/6cdc7decdcc8d4f-scaled.png\" alt=\"\" \/><\/p>\n<p>\u7531\u00a0<code>Maxime Labonne<\/code>\u00a0\u521b\u5efa\u7684\u00a0<code>LLM Course<\/code>\u00a0(56.5k Stars) \u662f\u4e00\u95e8\u4e3a\u8fdb\u9636\u5b66\u4e60\u8005\u8bbe\u8ba1\u7684\u7efc\u5408\u6027\u8bfe\u7a0b\u3002\u5b83\u5c06\u5b66\u4e60\u8def\u5f84\u6e05\u6670\u5730\u5212\u5206\u4e3a\u00a0<code>LLM<\/code>\u00a0\u57fa\u7840\u3001<code>LLM<\/code>\u00a0\u79d1\u5b66\u5bb6\u548c\u00a0<code>LLM<\/code>\u00a0\u5de5\u7a0b\u5e08\u4e09\u5927\u90e8\u5206\u3002<\/p>\n<p>\u8be5\u8bfe\u7a0b\u63d0\u4f9b\u4e86\u5927\u91cf\u53ef\u76f4\u63a5\u5728\u00a0<code>Google Colab<\/code>\u00a0\u4e2d\u8fd0\u884c\u7684\u00a0<code>Notebook<\/code>\uff0c\u5185\u5bb9\u6db5\u76d6\u4f7f\u7528\u00a0<code>QLoRA<\/code>\u00a0\/\u00a0<code>DPO<\/code>\u00a0\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u3001<code>GGUF<\/code>\u00a0\/\u00a0<code>GPTQ<\/code>\u00a0\u91cf\u5316\u3001\u4ee5\u53ca\u4f7f\u7528\u00a0<code>mergekit<\/code>\u00a0\u5408\u5e76\u6a21\u578b\u7b49\u9ad8\u7ea7\u4e3b\u9898\u3002\u540c\u65f6\uff0c\u5b83\u8fd8\u63d0\u4f9b\u4e86\u5982\u00a0<code>AutoQuant<\/code>\u3001<code>LazyMergekit<\/code>\u00a0\u7b49\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u9ad8\u6548\u5730\u5b8c\u6210\u6a21\u578b\u4f18\u5316\u5de5\u4f5c\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/mlabonne\/llm-course<\/code><\/li>\n<\/ul>\n<h3>9. Generative AI for Beginners\uff1a\u5fae\u8f6f\u51fa\u54c1\u7684\u6743\u5a01\u5165\u95e8\u6559\u7a0b<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a344712a839ec9d.png\" alt=\"\" \/><\/p>\n<p><code>Generative AI for Beginners<\/code>\u00a0(87.5k Stars) \u662f\u7531\u00a0<code>Microsoft<\/code>\u00a0\u5b98\u65b9\u63a8\u51fa\u7684\u751f\u6210\u5f0f AI \u5165\u95e8\u8bfe\u7a0b\uff0c\u54c1\u8d28\u6781\u9ad8\uff0c\u975e\u5e38\u9002\u5408\u96f6\u57fa\u7840\u7684\u5f00\u53d1\u8005\u3002\u8fd9\u95e8\u8bfe\u7a0b\u5305\u542b 21 \u8282\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bfe\u7a0b\uff0c\u8986\u76d6\u4e86\u4ece\u00a0<code>Prompt<\/code>\u00a0\u5de5\u7a0b\u57fa\u7840\u3001\u6784\u5efa\u6587\u751f\u56fe\u5e94\u7528\u3001\u96c6\u6210\u00a0<code>RAG<\/code>\u00a0\u4e0e\u00a0<code>Agent<\/code>\u00a0\u7b49\u6838\u5fc3\u77e5\u8bc6\u70b9\u3002<\/p>\n<p>\u8bfe\u7a0b\u63d0\u4f9b\u4e86\u00a0<code>Python<\/code>\u00a0\u548c\u00a0<code>TypeScript<\/code>\u00a0\u7684\u4ee3\u7801\u793a\u4f8b\uff0c\u5e76\u4e14\u7279\u522b\u5f3a\u8c03\u4e86\u201c\u8d1f\u8d23\u4efb\u7684 AI\u201d (<code>Responsible AI<\/code>) \u8fd9\u4e00\u91cd\u8981\u8bae\u9898\u3002\u540c\u65f6\uff0c\u5b83\u8fd8\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528\u00a0<code>Gradio<\/code>\u00a0\u7b49\u4f4e\u4ee3\u7801\u5de5\u5177\u5feb\u901f\u642d\u5efa\u5e94\u7528\u539f\u578b\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u5b66\u4e60\u95e8\u69db\u3002<\/p>\n<ul>\n<li><strong>\u5f00\u6e90\u5730\u5740<\/strong>:\u00a0<code>https:\/\/github.com\/microsoft\/generative-ai-for-beginners<\/code><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6280\u672f\u65e5\u65b0\u6708\u5f02\uff0c\u5f00\u6e90\u793e\u533a\u4e5f\u968f\u4e4b\u6d8c\u73b0\u51fa\u5927\u91cf\u5b9d\u8d35\u7684\u5b66\u4e60\u8d44\u6e90\u3002\u5bf9\u4e8e\u5e0c\u671b\u7cfb\u7edf\u638c\u63e1 LLM \u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u4e9b\u9879\u76ee\u662f\u4e0d\u53ef\u591a\u5f97\u7684\u5b9e\u8df5\u5b9d\u5e93\u3002\u672c\u6587\u5c06\u6df1\u5165\u4ecb\u7ecd\u4e5d\u4e2a\u5728\u00a0GitHub\u00a0\u4e0a\u5e7f\u53d7\u597d\u8bc4\u7684\u9876\u7ea7\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u4eec\u4e0d\u4ec5\u8986\u76d6\u4e86\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7684\u5168\u8fc7\u7a0b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-32001","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/32001","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=32001"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/32001\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=32001"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=32001"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=32001"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}