├── .nojekyll ├── 01.大语言模型基础 ├── 1.llm概念 │ ├── 1.llm概念.md │ └── image │ │ ├── image_FTjn7ZU5Xf.png │ │ └── image_ZPQiHay1ZD.png ├── 1.分词 │ ├── 1.分词.md │ └── image │ │ ├── image_2z7QdbWnX2.png │ │ └── image_O2BQbdaBYT.png ├── 1.激活函数 │ ├── 1.激活函数.md │ └── image │ │ ├── image_6zR9l2rasJ.png │ │ ├── image_AlZPXN0gs1.png │ │ ├── image_Q2b0vDHio-.png │ │ ├── image_QNh8iUWMvD.png │ │ ├── image_UBkA2B4TXM.png │ │ ├── image_b8KrMUlxex.png │ │ ├── image_d4oXH2wHCZ.png │ │ ├── image_pTCgmAW5XL.png │ │ └── image_xXCb_c_3eT.png ├── 1.语言模型 │ └── 1.语言模型.md ├── 2.jieba分词用法及原理 │ ├── 2.jieba分词用法及原理.md │ └── image │ │ ├── image_3brJ-d-XDF.png │ │ └── image_50yzSTNyQc.png ├── 3.词性标注 │ └── 3.词性标注.md ├── 4.句法分析 │ ├── 4.句法分析.md │ └── image │ │ ├── image_0FMBp4fbBs.png │ │ └── image_qmnRnNmiSj.png ├── 5.词向量 │ └── 5.词向量.md ├── LLM为什么Decoder only架构 │ └── LLM为什么Decoder only架构.md ├── NLP三大特征抽取器（CNN-RNN-TF） │ ├── NLP三大特征抽取器（CNN-RNN-TF）.md │ └── image │ │ ├── image_1vuLUX3FGo.png │ │ ├── image_g_anBE563B.png │ │ └── image_m5T92pMvsC.png ├── NLP面试题 │ ├── NLP面试题.md │ └── image │ │ ├── image_X49t5d33gM.png │ │ └── image_iTMYNBqhpw.png ├── README.md └── Word2Vec │ ├── Word2Vec.md │ └── image │ ├── image_5vkeXTD1a8.png │ ├── image_7LTScdZ8Fc.png │ ├── image_8x5OKKQXHk.png │ ├── image_P7NvzKzBBs.png │ ├── image_jD259cCWll.png │ ├── image_jkX9FV_w5q.png │ ├── image_khsPd3FdE0.png │ ├── image_oEXNCWcnIM.png │ └── image_xegDedbBm7.png ├── 02.大语言模型架构 ├── 1.MoE论文 │ ├── 1.MoE论文.md │ └── image │ │ ├── image_0Q2avdKexQ.png │ │ ├── image_9vVrb4vP--.png │ │ ├── image_I0Th7l69St.png │ │ ├── image_VVSwgu-e_M.png │ │ ├── image_YgHtgi4GYy.png │ │ ├── image_kO6_ltd0be.png │ │ ├── image_p_tlx5W7De.png │ │ ├── image_udZNHrE3rb.png │ │ └── image_z1BDUvARQu.png ├── 1.attention │ ├── 1.attention.md │ └── image │ │ ├── image_25Hri7grcr.png │ │ ├── image_I2wpAfCOTM.png │ │ ├── image_J3LRkcY0rt.png │ │ ├── image_JdHeyN9KuN.png │ │ ├── image_N-MRyK7Kjn.png │ │ ├── image_T3mOuzLLlx.png │ │ ├── image_XVu-CvbRqc.png │ │ ├── image_bck1Jw3P5A.png │ │ ├── image_bfiZnT0f5w.png │ │ ├── image_eb5Z7pLEGk.png │ │ ├── image_jBnali-wuO.png │ │ ├── image_mcpY8Z5rJG.png │ │ └── image_xdtEZOlGec.png ├── 2.MoE经典论文简牍 │ ├── 2.MoE经典论文简牍.md │ └── image │ │ ├── 202207161754344_nuPlFNzwnm.gif │ │ ├── image_1x57Hvfk4-.png │ │ ├── image_3niPTBi3o0.png │ │ ├── image_3z0xeTLkc7.png │ │ ├── image_BiVZc3sw9g.png │ │ ├── image_D7Q_-tp2dm.png │ │ ├── image_IigTUYPzCu.png │ │ ├── image_Jm65z_ylUq.png │ │ ├── image_WMSl4mCQ7U.png │ │ ├── image_ZTbIIpd07A.png │ │ ├── image_c6fklKPWPX.png │ │ ├── image_cnGyuh6Kw3.png │ │ ├── image_hMVmIJ_f_u.png │ │ ├── image_iYtKkZD0Ug.png │ │ ├── image_lQMB2Iboc6.png │ │ ├── image_rVDNuxgPVj.png │ │ └── image_xsMOpXbwwg.png ├── 2.layer_normalization │ ├── 2.layer_normalization.md │ └── image │ │ ├── image_ITQgjCSDK3.png │ │ ├── image_Mokps-OIR4.png │ │ ├── image_VptxQJRer9.png │ │ ├── image_b-krqJfMii.png │ │ └── image_fcdX03TpGw.png ├── 3.LLM MoE ：Switch Transformers │ ├── 3.LLM MoE ：Switch Transformers.md │ └── image │ │ ├── image_-deX9IG43V.png │ │ ├── image_LrMLT8kaVX.png │ │ ├── image_NLod4PlUXs.png │ │ ├── image_WYGAroS1fy.png │ │ ├── image_fYyHHa7LOd.png │ │ ├── image_l24ZjlTWIN.png │ │ ├── image_oYDNYHHf06.png │ │ ├── image_p7Ug5n5jNr.png │ │ ├── image_r-uahMUvCX.png │ │ ├── image_rmYq1_4hQe.png │ │ └── image_tuuC2Qgzr-.png ├── 3.位置编码 │ ├── 3.位置编码.md │ └── image │ │ ├── image_B-wc2bgveY.png │ │ ├── image_B907xoFOlR.png │ │ ├── image_Jk8-citHHy.png │ │ ├── image_KqvSV8SjTV.png │ │ └── image_iDIO40wFKR.png ├── 4.tokenize分词 │ └── 4.tokenize分词.md ├── 5.token及模型参数 │ ├── 5.token及模型参数.md │ └── image │ │ ├── image_3E6bYgN2OX.png │ │ ├── image_CG7OJORVWt.png │ │ ├── image_E7N8lnAOor.png │ │ ├── image_KGvYMToOVc.png │ │ ├── image_OHcQHE5neP.png │ │ ├── image_TtdSRIixZx.png │ │ └── image_t2KBUfJ3-G.png ├── 6.激活函数 │ ├── 6.激活函数.md │ └── image │ │ ├── image_6evrfUSHQC.png │ │ └── image_IPa0sZKGAr.png ├── MHA_MQA_GQA │ └── MHA_MQA_GQA.md ├── README.md ├── Transformer架构细节 │ ├── Transformer架构细节.md │ └── image │ │ ├── image_9d1SPjXTXO.png │ │ ├── image_IpVyzjaIsA.png │ │ ├── image_M3kWTuKKV3.png │ │ ├── image_N4T6xFNXi8.png │ │ ├── image_R3X8BJhzuq.png │ │ └── image_fzuad0FC4i.png ├── bert变种 │ ├── bert变种.md │ └── image │ │ ├── image_36pl-589i_.png │ │ ├── image_4Gyqd19sq_.png │ │ ├── image_On3o9XHhM0.png │ │ ├── image_OtgnXs1k5H.png │ │ ├── image_QdKCNi1Ipa.png │ │ └── image_hxNT4Qvpj9.png ├── bert细节 │ ├── bert细节.md │ └── image │ │ └── image_yNdkRulkSC.png ├── chatglm系列模型 │ ├── chatglm系列模型.md │ └── image │ │ ├── image_7XH6B72KuJ.png │ │ └── image_C9tS8f50K8.png ├── llama 2代码详解 │ ├── image │ │ ├── image_A9pk34559l.png │ │ ├── image_T2T_LiM5FT.png │ │ ├── image_XJgG9to7qe.png │ │ └── image_uEydesOS3K.png │ └── llama 2代码详解.md ├── llama 3 │ ├── image │ │ ├── image_IvQxAiuPj-.png │ │ ├── image_by6m8VjSm2.png │ │ ├── image_f7aV2UuNc7.png │ │ ├── image_uLhKN6r6M4.png │ │ └── image_xHBq-aoxIb.png │ └── llama 3.md ├── llama系列模型 │ ├── image │ │ ├── image_AX8lFJosne.png │ │ ├── image_HL-FiPNnSG.png │ │ ├── image_KbWpfqtyqV.png │ │ ├── image_Li8zwpP-Yl.png │ │ ├── image_OOCoNO9X-g.png │ │ ├── image_Pkz7Xv5qpC.png │ │ ├── image_QzGxZVzHBf.png │ │ ├── image_SyfakZa0oX.png │ │ ├── image_XM9VQqYPki.png │ │ ├── image_ia9gxLh7hr.png │ │ └── image_xtVnhccmX6.png │ └── llama系列模型.md └── 解码策略（Top-k & Top-p & Temperatu │ ├── image │ ├── image_9gYWmmepwO.png │ ├── image_Ny0Q02PMxt.png │ ├── image__JLu-EWfqO.png │ ├── image_ci6Y3cvZrl.png │ ├── image_i2MAU6x-Kx.png │ └── image_vNWSVaHeJE.png │ └── 解码策略（Top-k & Top-p & Temperature）.md ├── 03.训练数据集 ├── README.md └── 数据格式 │ └── 数据格式.md ├── 04.分布式训练 ├── 1.显存问题 │ ├── 1.显存问题.md │ └── image │ │ └── image_v5zrA5FZ1Y.png ├── 1.概述 │ ├── 1.概述.md │ └── image │ │ ├── image_-tuqRkUrTn.png │ │ ├── image_0BOIRLvIJN.png │ │ ├── image_G-gi_5V_1p.png │ │ ├── image_MgTrkKeM2Y.png │ │ ├── image_SZBLANWZcs.png │ │ ├── image_auVu9e0Uwe.png │ │ ├── image_dWNc6w3FgY.png │ │ ├── image_i9Fb110BaP.png │ │ ├── image_iQfO1rQilr.png │ │ ├── image_j5sDPbely8.png │ │ ├── image_wpjKkGQJAt.png │ │ └── image_xMrKSVuEHQ.png ├── 2.数据并行 │ ├── 2.数据并行.md │ └── image │ │ ├── image_Dkqm9-ELHY.png │ │ ├── image_Iy2hNrDMWR.png │ │ ├── image_M4-uEmUjmI.png │ │ ├── image_QGkvNKIWaB.png │ │ ├── image_TeKe8sDfM0.png │ │ ├── image_UISm6js_KZ.png │ │ ├── image_VgnDYnASLJ.png │ │ ├── image__OtJk1TbkM.png │ │ ├── image__WO4Gb_gi5.png │ │ ├── image_eNJ6FyULtl.png │ │ └── image_xx1P6SZT2R.png ├── 3.流水线并行 │ ├── 3.流水线并行.md │ └── image │ │ ├── image_-LFelNoH_T.png │ │ ├── image_-zAXfAICIZ.png │ │ ├── image_45-emO92lm.png │ │ ├── image_5CPpxFik4j.png │ │ ├── image_D3L5nfRf84.png │ │ ├── image_LyMglwmO80.png │ │ ├── image_NUJdgT2VC9.png │ │ ├── image_QQfBFCQCGT.png │ │ ├── image_TXAvC6K7_l.png │ │ ├── image_VYOFXjru4b.png │ │ ├── image_XNdOKM79mF.png │ │ ├── image_Za-MgpelvZ.png │ │ ├── image__DoHSWCunA.png │ │ ├── image__QXZkXF8ko.png │ │ ├── image_go7z-J0Qh1.png │ │ ├── image_q8sI8FoYKn.png │ │ └── image_tR4sS6fzEJ.png ├── 4.张量并行 │ ├── 4.张量并行.md │ └── image │ │ ├── image_-qwT9-UIxA.png │ │ ├── image_-u9XHKpRLE.png │ │ ├── image_2RPv_sfzcH.png │ │ ├── image_7I73oCbzb-.png │ │ ├── image_99Ji-kbokD.png │ │ ├── image_9pFyQ7hULv.png │ │ ├── image_AcxOQBm8rp.png │ │ ├── image_IA8zN9k2qY.png │ │ ├── image_LsRWnHMfld.png │ │ ├── image_XYhiRcuHQ5.png │ │ ├── image_ek2XbnbB_C.png │ │ ├── image_gHVUUzptSn.png │ │ ├── image_gY_gg0csJG.png │ │ ├── image_iOtv5wnjYj.png │ │ ├── image_n5I7D_9IS8.png │ │ ├── image_oo3H-DV6Rs.png │ │ ├── image_vvgWkBjMLS.png │ │ └── image_ytgqm394It.png ├── 5.序列并行 │ ├── 5.序列并行.md │ └── image │ │ ├── image_8D99dcO3UW.png │ │ ├── image_8o8tMFjMrJ.png │ │ ├── image_II8OK5PLXN.png │ │ ├── image_IcmPA4afgc.png │ │ ├── image_KY_hSeezc5.png │ │ ├── image_T5shdA4Vmm.png │ │ ├── image_aTQUWGQQ90.png │ │ ├── image_ftsDHEJpB3.png │ │ └── image_tkc2Nhn1RJ.png ├── 6.多维度混合并行 │ ├── 6.多维度混合并行.md │ └── image │ │ ├── image_9MhlIzGPSn.png │ │ ├── image_YtAUDmNynT.png │ │ ├── image_bUIvBaOcRU.png │ │ ├── image_hSdhjiBAKu.png │ │ ├── image_k9CHrkio0V.png │ │ ├── image_nW2idHS-Lv.png │ │ ├── image_rDgAztG68n.png │ │ ├── image_t-u4XUpBo6.png │ │ └── image_xXH59JVt51.png ├── 7.自动并行 │ ├── 7.自动并行.md │ └── image │ │ ├── image_5wizpAjTVy.png │ │ ├── image_DhJ7JXYshm.png │ │ ├── image_V_V_cu5gO7.png │ │ ├── image_da7Gv3tpI7.png │ │ └── image_kJbRmn0uFd.png ├── 8.moe并行 │ ├── 8.moe并行.md │ └── image │ │ ├── image_CdnJaFJ-Sh.png │ │ ├── image_JsKarTYofS.png │ │ ├── image_LExU0lecXc.png │ │ ├── image_LSI5n4Y_Cq.png │ │ ├── image_TddAwpvHh4.png │ │ ├── image_bWbypkNk_f.png │ │ ├── image_c_hTTNj7-H.png │ │ ├── image_o3KIpJmYzl.png │ │ └── image_qm5G_4eA9V.png ├── 9.总结 │ ├── 9.总结.md │ └── image │ │ ├── image_8nyg8mqBrr.png │ │ ├── image_9pBuigB0k8.png │ │ ├── image_DvKxtx6ViN.png │ │ ├── image_FX7c6wd2j8.png │ │ ├── image_VgaXqNEAjT.png │ │ └── image_wV4LQK36sl.png ├── README.md ├── deepspeed介绍 │ ├── deepspeed介绍.md │ └── image │ │ ├── image_6GC207ZU3O.png │ │ ├── image_B3Zt993aVo.png │ │ ├── image_JxB5Yju8gj.png │ │ ├── image_UKoVaOXc-2.png │ │ ├── image_XNjij0Z1Dh.png │ │ ├── image_cPVZ4KEjJ0.png │ │ ├── image_hKE_Xt759j.png │ │ ├── image_l1dkF_7Tg7.png │ │ ├── image_pcdg2zZLBJ.png │ │ ├── image_psVU2KOWUS.png │ │ ├── image_tOHRS0iiUq.png │ │ └── image_vfi8OaGD7t.png └── 分布式训练题目 │ ├── image │ ├── image_-29OJSsEGa.png │ ├── image_03vp-6qX4J.png │ ├── image_JxcNXXGEhW.png │ ├── image_Z-oZkXy20K.png │ └── image_oVkpJgjyas.png │ └── 分布式训练题目.md ├── 05.有监督微调 ├── 1.基本概念 │ ├── 1.基本概念.md │ └── image │ │ └── image_PqXGwJv0Yq.png ├── 1.微调 │ └── 1.微调.md ├── 2.prompting │ ├── 2.prompting.md │ └── image │ │ ├── image_40NqpUES_a.png │ │ ├── image_HpSoIk-rby.png │ │ ├── image_JK_NJWljAf.png │ │ ├── image_MvDVFdIXHx.png │ │ ├── image_N0GynKSsYv.png │ │ ├── image_O1ohhtRoJK.png │ │ ├── image_ODPDxLZXxv.png │ │ ├── image_PK_6ja6ned.png │ │ ├── image_VPGeRtHSHY.png │ │ ├── image_WIlIO26MUO.png │ │ ├── image_i-HuMOEtLN.png │ │ ├── image_jRBYNUfmgf.png │ │ ├── image_pd__nPs1DJ.png │ │ ├── image_qgUAP0-443.png │ │ ├── image_x-N9DXN9zx.png │ │ ├── image_xEZzrN6jDv.png │ │ ├── image_xXFqsk5IDJ.png │ │ └── image_xcPTOrFxnQ.png ├── 2.预训练 │ └── 2.预训练.md ├── 3.adapter-tuning │ ├── 3.adapter-tuning.md │ └── image │ │ ├── image_AD8nf5WyYR.png │ │ ├── image_FlW55afpev.png │ │ ├── image_KqgaVNKyyA.png │ │ ├── image_TrTIVIkHDz.png │ │ ├── image_f78QMCCpBc.png │ │ ├── image_h1awQjoF6t.png │ │ ├── image_h7IGbTA3iH.png │ │ ├── image_hGPuAhOYuq.png │ │ ├── image_kTcNXvJ9RT.png │ │ ├── image_mUOiCXDkjL.png │ │ ├── image_xHc-uesXd_.png │ │ └── image_xR-SApNHn1.png ├── 4.lora │ ├── 4.lora.md │ └── image │ │ ├── image_I4VgYdpjtc.png │ │ ├── image_NlJY_w8Q3W.png │ │ ├── image_RyVh3u4p_e.png │ │ ├── image_aqEEQ1KNX4.png │ │ ├── image_dgpQtBqmep.png │ │ ├── image_iOCK44hl6e.png │ │ ├── image_ndRpdEuBE2.png │ │ ├── image_s4J7mHZiOj.png │ │ └── image_yEs0Aj_qVa.png ├── 5.总结 │ ├── 5.总结.md │ └── image │ │ ├── image_7LM4US2NjM.png │ │ └── image_CfaWo0sE3k.png ├── ChatGLM3微调 │ └── ChatGLM3微调.md ├── README.md └── llama2微调 │ └── llama2微调.md ├── 06.推理 ├── 0.llm推理框架简单总结 │ ├── 0.llm推理框架简单总结.md │ └── image │ │ ├── image_-4q1hcUFNC.png │ │ ├── image_0tYQQi0d38.png │ │ ├── image_4PUIvOuxYJ.png │ │ ├── image_A8QWAxUwiX.png │ │ ├── image_NcQrpxCKKJ.png │ │ ├── image_ObtMjeksgh.png │ │ ├── image_jmbBzze8w0.png │ │ ├── image_mLcwDUFp9R.png │ │ └── image_pgeMGVaXdP.png ├── 1.vllm │ ├── 1.vllm.md │ └── image │ │ ├── 1f439e6b9c254b6ca05d6d5709f14cdb_4hDnK6oN0S.gif │ │ ├── image_BBZ2hh9Lav.png │ │ ├── image_ESR74_rMSn.png │ │ ├── image_RYxUlteK5J.png │ │ ├── image_T52eX-wNY8.png │ │ ├── image__ioNLXE-HA.png │ │ ├── image_gUW-KvieFC.png │ │ ├── image_qWFFhRttML.png │ │ └── image_rWYMhe1AGh.png ├── 1.推理 │ └── 1.推理.md ├── 2.text_generation_inference │ ├── 2.text_generation_inference.md │ └── image │ │ └── image_NpwIlkJUHn.png ├── 3.faster_transformer │ ├── 3.faster_transformer.md │ └── image │ │ ├── image_RP616Yf0XC.png │ │ └── image_bW89N6VXxa.png ├── 4.trt_llm │ └── 4.trt_llm.md ├── LLM推理常见参数 │ ├── LLM推理常见参数.md │ └── image │ │ ├── 640 (1)_5Y5ZVQhUfP.gif │ │ ├── image_5C0Ca7_5gB.png │ │ ├── image_7t_2F8_dv_.png │ │ ├── image_BwNP8uWX2Z.png │ │ ├── image_EZwLm0WLPO.png │ │ ├── image_LK3V11ETTY.png │ │ ├── image_owrlRKptiN.png │ │ ├── image_pZHPwzdINM.png │ │ ├── image_qIo2XMf4Dy.png │ │ ├── image_wXqz37qjwH.png │ │ └── image_zYlCHt9cls.png ├── README.md └── llm推理优化技术 │ ├── image │ ├── image_AEKiGYL_qQ.png │ ├── image_AGCdnhUzLr.png │ ├── image_BNdLa1BC7X.png │ ├── image_FcaaSJJ5h_.png │ ├── image_Jh1fTO1EPP.png │ ├── image_LscREP6Kiz.png │ ├── image_OLpAPEiij9.png │ ├── image_QafcBySU-O.png │ ├── image_VVO18J1gRS.png │ ├── image_lFEkt_VJOw.png │ ├── image_pbAdMKk9tF.png │ ├── image_uNjDdIhbrf.png │ └── image_zE-LAHnZ8C.png │ └── llm推理优化技术.md ├── 07.强化学习 ├── 1.rlhf相关 │ ├── 1.rlhf相关.md │ └── image │ │ ├── image_F6htmyYmr5.png │ │ ├── image_MIj6kv8upk.png │ │ ├── image_RJiT_yjAHw.png │ │ ├── image_dE5qlpLKWz.png │ │ └── image_jidKpQWvRQ.png ├── 2.强化学习 │ └── 2.强化学习.md ├── DPO │ ├── DPO.md │ └── image │ │ ├── image_lGnkS89SGZ.png │ │ ├── image_okPAsQWVne.png │ │ └── image_udA7tRUhZv.png ├── README.md ├── 大模型RLHF：PPO原理与源码解读 │ ├── image │ │ ├── image_ERN1ZS1gIZ.png │ │ ├── image_S7YG1wh9l5.png │ │ ├── image_UJo5yV8oUe.png │ │ ├── image_WbUpMYZf_9.png │ │ ├── image_Wp-x1ChMJK.png │ │ ├── image__amAsvnuon.png │ │ ├── image_keCqxZ7eg6.png │ │ ├── image_nlFESPCvlS.png │ │ └── image_ydA_4yGRGK.png │ └── 大模型RLHF：PPO原理与源码解读.md ├── 策略梯度（pg） │ ├── image │ │ ├── image_2MO52E-p2T.png │ │ └── image_UxS2qchMFr.png │ └── 策略梯度（pg）.md └── 近端策略优化(ppo) │ ├── image │ ├── image_JE9uuZbeIs.png │ └── image_ttC1i0sOdU.png │ └── 近端策略优化(ppo).md ├── 08.检索增强rag ├── README.md ├── rag（检索增强生成）技术 │ ├── image │ │ ├── image_C5NZymFSB9.png │ │ ├── image_iDQkbM_wzA.png │ │ └── lr3r0h6wjf_GML_ChOo9a.png │ └── rag（检索增强生成）技术.md ├── 大模型agent技术 │ ├── image │ │ ├── image_-Wo-hu4jsx.png │ │ ├── image_0BZoHz0Hrm.png │ │ ├── image_0JLHH-D-FN.png │ │ ├── image_0hyhpjiWKv.png │ │ ├── image_1M8rS1UT_l.png │ │ ├── image_1UFjkrnSoS.png │ │ ├── image_4y9uVeKOTM.png │ │ ├── image_545sPcH3Oc.png │ │ ├── image_6ySrlsmQ1I.png │ │ ├── image_8AUtnAVDXt.png │ │ ├── image_8k9yh5KNYP.png │ │ ├── image_9Oj8Viy2wS.png │ │ ├── image_AGC6Y2Fi25.png │ │ ├── image_ASnyOENkwT.png │ │ ├── image_BVOKvqfvZK.png │ │ ├── image_DE6JiATALk.png │ │ ├── image_DWEmuNMdTp.png │ │ ├── image_E2RLxZnVCL.png │ │ ├── image_EHZWvfuQi5.png │ │ ├── image_F0Z_rNC5Z5.png │ │ ├── image_FFLXEtjD3J.png │ │ ├── image_FP7xAcdY7f.png │ │ ├── image_FUi7ARKbxL.png │ │ ├── image_GtGSSsOTAN.png │ │ ├── image_Jf6uOCrHcl.png │ │ ├── image_K5LujQuc8H.png │ │ ├── image_K6fgkzCb8c.png │ │ ├── image_LzR4KRX6Am.png │ │ ├── image_M-018k1o7R.png │ │ ├── image_NQYxr1JFU4.png │ │ ├── image_NZsWVnUO94.png │ │ ├── image_O_XQx11f_b.png │ │ ├── image_Oc7QYPLdhZ.png │ │ ├── image_Orv70B9vc8.png │ │ ├── image_QZ4n_GHunS.png │ │ ├── image_S3Aas2H5u1.png │ │ ├── image_UAuMnCapb-.png │ │ ├── image_V0xKeVhQOe.png │ │ ├── image_VH5QXXd3Hp.png │ │ ├── image_VXkWhBOb1R.png │ │ ├── image_XgsYXrJnkM.png │ │ ├── image_ZqOLr2_7n6.png │ │ ├── image__7tpxFnee0.png │ │ ├── image_aImEFclsmJ.png │ │ ├── image_fChgHErjqx.png │ │ ├── image_h5ppzlGXZ6.png │ │ ├── image_hA9Jq9PVJD.png │ │ ├── image_imO1sW7q-G.png │ │ ├── image_j44u5GwFp6.png │ │ ├── image_kC58JNzXrW.png │ │ ├── image_kT9oErCPEL.png │ │ ├── image_nkrBI0ptQh.png │ │ ├── image_oWYYPGVUfm.png │ │ ├── image_pGtDvY-HED.png │ │ ├── image_pafJQkdFKt.png │ │ ├── image_r5nEQDLaqi.png │ │ ├── image_rh8J63QQ50.png │ │ ├── image_s4jRAvb0oC.png │ │ ├── image_tHwLAcZWJb.png │ │ ├── image_tzPzaSmmIQ.png │ │ ├── image_ugDQJOmCKQ.png │ │ └── image_wtbNfI9pbo.png │ └── 大模型agent技术.md └── 检索增强llm │ ├── image │ ├── -7odlfea82_3dhsxoTUoM.png │ ├── -s3r95515f_dQNgMLP8x3.webp │ ├── 09jzx3c10e_6ahdUt6JDi.png │ ├── 0_at8gi833_ASu3c3gFOm.png │ ├── 0nt5dmo6g-_zv32-fvOeG.svg │ ├── 36wmybb209_tPlOQ7yxxx.webp │ ├── 3ig65l2ybq_5MR5W4ZyeT.png │ ├── 4x9fc4i_0r_X2ien8uvk1.png │ ├── 88xh886jei_TN_mdUEMel.jpeg │ ├── 96q18_1xbq_GGAYzwntsw.png │ ├── _duij-g5vy_Of0pZ8Z8xn.webp │ ├── etz_ewki3z_V1-MnDWJWp.jpeg │ ├── fprd8zqxkt_iYzAmAPXow.png │ ├── hvtl-j3m-w_BDJEP77q7V.webp │ ├── i86iadgfwk_xq517G5bik.webp │ ├── itxqktryzo_vzBQlvxC4S.jpeg │ ├── j6qrc_7jq1_ep5-hGcoXs.webp │ ├── kl782vhbz9_bYN_jVromA.png │ ├── knuloe5g5l_qhXcmvem9Z.png │ ├── lnxah_g3hd_8SO-i3ytSj.png │ ├── m010m6_j_w__Hvf941qcw.png │ ├── oo62b87hhs_2nr0DydDkI.png │ ├── pagdp_5q1__sOo7mArpX_.png │ ├── paomc13g0j_yrDeb7C4rv.png │ ├── rx_3_v6bga_CcHqWr-98m.png │ ├── uepwk88u4-_zWv9MCSH7K.png │ ├── v0f4orzl_h_yGJuG_bdua.png │ ├── vwb__1luhn_Zt5fmtuoy1.png │ ├── w9_m9smu46_Jnirp-dnV4.png │ ├── xi5bi0eqmz_osgd1m-T7I.png │ ├── xsedk--wv0_Xd2E4iopao.webp │ ├── z37i04np4y_Ne3-iEXoLP.webp │ ├── zl450wocuu_FlQ30ppSa8.png │ └── zx2o6-r03j_1oi9vLlWH_.png │ └── 检索增强llm.md ├── 09.大语言模型评估 ├── 1.大模型幻觉 │ ├── 1.大模型幻觉.md │ └── image │ │ ├── image_4vjiGLUsrJ.png │ │ └── image_ceqa2Q6ZFX.png ├── 1.评测 │ └── 1.评测.md ├── 2.幻觉来源与缓解 │ └── 2.幻觉来源与缓解.md └── README.md ├── 10.大语言模型应用 ├── 1.langchain │ ├── 1.langchain.md │ └── image │ │ ├── image_83gYv9F_cd.png │ │ ├── image_HDf3HDA_cy.png │ │ ├── image_T1-to3x5Zf.png │ │ └── image_cyIqBDjYXS.png ├── 1.思维链（cot） │ ├── 1.思维链（cot）.md │ └── image │ │ └── image_gnCtDhGhFV.png └── README.md ├── 98.相关课程 ├── README.md └── 清华大模型公开课 │ ├── 1.NLP&大模型基础 │ ├── 1.NLP&大模型基础.md │ └── image │ │ ├── image_1sxyMCLM9O.png │ │ ├── image_4vxDFDb3ih.png │ │ ├── image_7nqQ0R96ob.png │ │ ├── image_Eecyhptyzw.png │ │ ├── image_J_0Q3PMNVl.png │ │ ├── image_O-LiRHR3CT.png │ │ ├── image_W01GPKGK_C.png │ │ ├── image_YCB5vNp7JK.png │ │ ├── image__YzbX0DiEt.png │ │ ├── image_j00a9nXOb6.png │ │ ├── image_nRutXyfeE9.png │ │ └── image_xd7XXlstNC.png │ ├── 2.神经网络基础 │ ├── 2.神经网络基础.md │ └── image │ │ ├── image_3jrbFm1RZP.png │ │ ├── image_ArlHtXeqKN.png │ │ ├── image_BE5k3g-tS6.png │ │ ├── image_BV7NKV3ZeS.png │ │ ├── image_DC8zhV325n.png │ │ ├── image_DcKR1TcouF.png │ │ ├── image_FFrUnKW_xB.png │ │ ├── image_HIMZQxzL9j.png │ │ ├── image_P4MIxkcNU8.png │ │ ├── image_Rx4hc2yzuG.png │ │ ├── image_SJV0taZcvo.png │ │ ├── image_UPXtLjRuaV.png │ │ ├── image_UTvdiK4BfH.png │ │ ├── image_Um7-nt83IJ.png │ │ ├── image_VNXtPz4VyX.png │ │ ├── image_WjGN1pIJ2E.png │ │ ├── image_a--8AYMo_1.png │ │ ├── image_aka_vSyy84.png │ │ ├── image_b10DIJUbSB.png │ │ ├── image_bhqS-UwJ0e.png │ │ ├── image_fzPorZTwNq.png │ │ ├── image_gDZ5lIFi99.png │ │ ├── image_jHKo1369ls.png │ │ ├── image_kqyTX_GZDQ.png │ │ ├── image_lQqOtaZ9cP.png │ │ ├── image_nbfnd0PF_-.png │ │ ├── image_pEIxMExVIa.png │ │ ├── image_q_vrI0YlYv.png │ │ ├── image_rL3cHIf8lQ.png │ │ ├── image_rnG7Cf7l9f.png │ │ ├── image_uybEKVLH6l.png │ │ ├── image_vF4PitptOH.png │ │ ├── image_wAj3CqKeNg.png │ │ ├── image_x8Dn2pZmHH.png │ │ ├── image_xpZc5s_g3x.png │ │ ├── image_yKgjKE_QOX.png │ │ ├── image_yn83Uu9YHd.png │ │ ├── image_yuqQ_neXbt.png │ │ ├── image_zifXUOE8Ot.png │ │ └── image_zphUo3uM0y.png │ ├── 3.Transformer基础 │ ├── 3.Transformer基础.md │ └── image │ │ ├── image_06bTQPVvB4.png │ │ ├── image_5QDKZMEFMM.png │ │ ├── image_9d8b7OS19A.png │ │ ├── image_B73F5KWINM.png │ │ ├── image_EJ4Si-cwtZ.png │ │ ├── image_KaV_YxKSi0.png │ │ ├── image_Mv1eqZkQJa.png │ │ ├── image_SuDgHJBHpH.png │ │ ├── image_UD-b1r9xov.png │ │ ├── image_V6m9qoBwRn.png │ │ ├── image_W3M4Qwcnwh.png │ │ ├── image_XQhMJwhy0b.png │ │ ├── image_XUW3G_UU7q.png │ │ ├── image_Ysno8YxWiH.png │ │ ├── image_a5wPU_cFb5.png │ │ ├── image_bL0lVz1Jc5.png │ │ ├── image_fm7vgNroVM.png │ │ ├── image_gXb_vGTILY.png │ │ ├── image_hlja8b3bUT.png │ │ ├── image_lW4HW8XXn9.png │ │ ├── image_sKkoVGB-oM.png │ │ ├── image_uJ3PcGCl4g.png │ │ └── image_vXL3CEzMiY.png │ ├── 4.Prompt Tuning & Delta Tuning │ ├── 4.Prompt Tuning & Delta Tuning.md │ └── image │ │ ├── image_-QXJpvznck.png │ │ ├── image_-kUn8rG4cH.png │ │ ├── image_-wg6AO7VYg.png │ │ ├── image_-zDA-Ypg2O.png │ │ ├── image_0W34Pah0qQ.png │ │ ├── image_18rpspiBnM.png │ │ ├── image_1f7t7L4gIH.png │ │ ├── image_2FZ3PVdP1l.png │ │ ├── image_2L-8nwBYxR.png │ │ ├── image_3KpWblLSm1.png │ │ ├── image_44ZRuIYCfM.png │ │ ├── image_4g71gJPx2C.png │ │ ├── image_74_LcTdOXB.png │ │ ├── image_76VLSiZ6H6.png │ │ ├── image_76YcInrFJD.png │ │ ├── image_CSEgoXK582.png │ │ ├── image_F9GBR7lX1X.png │ │ ├── image_FbnPWg_-BI.png │ │ ├── image_FedizKcbQz.png │ │ ├── image_H6vBTLDW4P.png │ │ ├── image_IUlbJXwemq.png │ │ ├── image_JgXU89pK0F.png │ │ ├── image_Kfsn0y8NoB.png │ │ ├── image_LiWuhUVOlz.png │ │ ├── image_N6kZJ2623D.png │ │ ├── image_NL5XYFmg9s.png │ │ ├── image_NYxpgn7zp3.png │ │ ├── image_Qb3pJwD5eI.png │ │ ├── image_Qz_hofI_iT.png │ │ ├── image_R4haGMYzA9.png │ │ ├── image_UZjkK6WwJ2.png │ │ ├── image_WqnbN_DY7N.png │ │ ├── image_a4eEsxYk-J.png │ │ ├── image_aex4PK_-wQ.png │ │ ├── image_anbir6L4MT.png │ │ ├── image_b7dJNwf1M5.png │ │ ├── image_dcrMxiLpRX.png │ │ ├── image_f0Y3OcSiZC.png │ │ ├── image_fCS2DayOnf.png │ │ ├── image_frf5UO_Sfk.png │ │ ├── image_hkcRZkessT.png │ │ ├── image_iC7bUXmhGF.png │ │ ├── image_iwOPocGQYM.png │ │ ├── image_kwTLCEoVcT.png │ │ ├── image_mNh2k3SRs-.png │ │ ├── image_nodYY8JaXJ.png │ │ ├── image_phkvP3T9qq.png │ │ ├── image_r9YHDuWIyh.png │ │ ├── image_rOQMKqxYCb.png │ │ ├── image_reaW7pjKvo.png │ │ ├── image_slQb4nyeiE.png │ │ ├── image_uyOSGJnoC-.png │ │ ├── image_xAepdLvMv8.png │ │ └── image_yhS6QGPnZH.png │ ├── 5.高效训练&模型压缩 │ ├── 5.高效训练&模型压缩.md │ └── image │ │ ├── image_-A0IJi56J2.png │ │ ├── image_0VE2oICGHb.png │ │ ├── image_142NljbVkL.png │ │ ├── image_3GWEbyidtV.png │ │ ├── image_3yZSa17FC0.png │ │ ├── image_4GxOk2ZxpK.png │ │ ├── image_54CMNTzuvX.png │ │ ├── image_5k4iHZTQT6.png │ │ ├── image_62aJLT5dwL.png │ │ ├── image_73JO_TAoYB.png │ │ ├── image_7_ah3lXjsi.png │ │ ├── image_88bhnjZlVD.png │ │ ├── image_Bf35rI-n1V.png │ │ ├── image_EQDpKZAAIf.png │ │ ├── image_G0NAzhkHJo.png │ │ ├── image_GHXwbIBQH-.png │ │ ├── image_HM2dVxDRmH.png │ │ ├── image_IsehZD-hI9.png │ │ ├── image_J5k8pqtYec.png │ │ ├── image_Jjx4WHHwG2.png │ │ ├── image_JzdjyjcS28.png │ │ ├── image_K28X1zRqnw.png │ │ ├── image_KJ_k7h8P6m.png │ │ ├── image_KXIMvP8wsQ.png │ │ ├── image_L82DMDXVKf.png │ │ ├── image_Lc3O7sN4Fi.png │ │ ├── image_QWW6CpqEgQ.png │ │ ├── image_Unlu8JySwS.png │ │ ├── image_UzWCaCrojk.png │ │ ├── image_VP0CdPkmvs.png │ │ ├── image_WRbHsHG_jU.png │ │ ├── image_ZB0tdp9F5B.png │ │ ├── image__fGxOdRIoC.png │ │ ├── image_a5BL8if66I.png │ │ ├── image_catk0_mUCQ.png │ │ ├── image_clk_UK5mVJ.png │ │ ├── image_dwtkuYMcCT.png │ │ ├── image_e5SUgTHPsT.png │ │ ├── image_eS0UMWoLlc.png │ │ ├── image_erWQnqKSLB.png │ │ ├── image_eujzX_gCWl.png │ │ ├── image_gECDphYAMO.png │ │ ├── image_hBmauB6Yt5.png │ │ ├── image_j28CYsA2iP.png │ │ ├── image_kFLejXSqpS.png │ │ ├── image_lBhev15Xd2.png │ │ ├── image_mAu-NzbBAY.png │ │ ├── image_ngyirMMSz9.png │ │ ├── image_oRfLBtB-Za.png │ │ ├── image_ob4xGlT8K8.png │ │ ├── image_p8LJXuyNqQ.png │ │ ├── image_pf8Pu9BEeA.png │ │ ├── image_pzZz9n9G2c.png │ │ ├── image_qqP_n3hqKg.png │ │ ├── image_qtXhWIAwDY.png │ │ ├── image_r8jqkitIAi.png │ │ ├── image_rMbDHunpb-.png │ │ ├── image_siP0YTrU-5.png │ │ ├── image_tpNx52eJws.png │ │ ├── image_uWSi1UccIA.png │ │ ├── image_ut10XXv2rI.png │ │ └── image_w2FGoBWngA.png │ ├── 6.文本理解和生成大模型 │ ├── 6.文本理解和生成大模型.md │ └── image │ │ ├── image_-GvP3ZdQkq.png │ │ ├── image_-PaS3GGug9.png │ │ ├── image_1RcNkyYaSZ.png │ │ ├── image_2tTAZFR0QB.png │ │ ├── image_4VD_BwlOnJ.png │ │ ├── image_5fixWhWrVq.png │ │ ├── image_697jvYB7cq.png │ │ ├── image_7EeeVu9a4A.png │ │ ├── image_7IsEYThCr8.png │ │ ├── image_7MZ2XWU_wQ.png │ │ ├── image_AbA-EtnZkW.png │ │ ├── image_B3NJ39bkat.png │ │ ├── image_FqazwCbO7r.png │ │ ├── image_FyAFYCsF9m.png │ │ ├── image_GZ0iWgIIU-.png │ │ ├── image_GulxkTHCm2.png │ │ ├── image_HOArXmLxoG.png │ │ ├── image_ID8c2cu_7R.png │ │ ├── image_IEp-2FoVbL.png │ │ ├── image_ILs9cnbiZB.png │ │ ├── image_LgevrcusN-.png │ │ ├── image_M5q0B0YeoC.png │ │ ├── image_MA8KYLbiI4.png │ │ ├── image_MSzJ1ZL7Dl.png │ │ ├── image_My2mZJeP_X.png │ │ ├── image_N88MOU077W.png │ │ ├── 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