├── .DS_Store ├── ._.DS_Store ├── ._.git ├── LICENSE ├── README.md ├── docs ├── .DS_Store ├── ._.DS_Store ├── Engineering_Pages │ ├── Full_SFT_LlamaFactory.md │ ├── How_to_infer_Deepseek_Prover.md │ ├── How_to_infer_Transformer_with_ray.md │ ├── LLM_Infer_Structure │ │ ├── Exercices.md │ │ ├── How_to_Systematically_Learn_LLM_Infer_Structure.md │ │ └── VLLM.md │ ├── LlamaFactory.md │ ├── Pytorch │ │ ├── Basic_1_Tensor.md │ │ ├── Basic_2_Autograd.md │ │ ├── How_to_Define_a_Neural_Network.md │ │ ├── How_to_Load_Data.md │ │ ├── How_to_Train_Model.md │ │ └── Pytorch_Structure.md │ └── Transformer_Lens │ │ └── Extract_hidden_layers.md ├── Eval_Pages │ └── Evaluation.md ├── LLM_Pages │ ├── Attention │ │ └── MLA.md │ ├── LLM_Architecture │ │ ├── LLM_Architecture.md │ │ └── Llama3.md │ ├── LLM_Questions.md │ ├── MoE_Architecture.md │ ├── Normalization │ │ ├── BatchNorm.md │ │ ├── BatchNorm_Exercise.md │ │ ├── LayerNorm.md │ │ ├── LayerNorm_Exercise.md │ │ ├── RMSNorm.md │ │ └── RMSNorm_Exercise.md │ ├── Positional_Embedding.md │ ├── Post-Train.md │ └── Pre-Train.md ├── ML_Pages │ ├── Activation_Functions.md │ ├── CNN.md │ ├── MLP.md │ ├── Pytorch_CNN.md │ ├── Pytorch_MLP.md │ ├── Pytorch_RNN.md │ ├── Pytorch_VAE.md │ ├── RNN.md │ └── VAE.md ├── Mathematical_Foundation │ ├── Linear_Algebra │ │ ├── Matrix_Calculation.md │ │ └── Matrix_Decomposition │ │ │ ├── Full_Rank_Decomposition.md │ │ │ ├── QR_Decomposition.md │ │ │ └── Test_Code.ipynb │ ├── Manifold │ │ └── Manifold_hypothesis.md │ └── Universal_Approximation │ │ └── Approximation_Neural_Network.md ├── Part0 │ ├── Part0-0.md │ └── Part0-1.md ├── Part1 │ ├── Part1-1.md │ └── Part1-2.md ├── RAG_Pages │ ├── Code_RAG.md │ └── RAG_List.md ├── RLHF_Pages │ ├── 6941ddbba3f5d3404129d1bbef361b3.png │ ├── DPO.md │ ├── DPO_Exercise.md │ ├── DPO_Exercise_viz.html │ ├── DPO_Math.md │ ├── DPO_Math_viz.html │ ├── DPO_Problem.md │ ├── DPO_Problem_viz.html │ ├── DPO_viz.html │ ├── FPO.md │ ├── FPO_viz.html │ ├── GRPO.md │ ├── GRPO_viz.html │ ├── KTO.md │ ├── KTO_viz.html │ ├── MCTS_DPO.md │ ├── MCTS_DPO_viz.html │ ├── NPO.md │ ├── NPO_viz.html │ ├── PPO.md │ ├── PPO_Loss.md │ ├── PPO_Loss_viz.html │ ├── PPO_viz.html │ ├── RM_Exercise.md │ ├── RM_Exercise_viz.html │ ├── RM_Full_FT_or_Lora.md │ ├── RM_Full_FT_or_Lora_viz.html │ ├── RM_Training.md │ ├── RM_Training_viz.html │ ├── SimPO.md │ ├── SimPO_Exercise.md │ ├── SimPO_Exercise_viz.html │ └── SimPO_viz.html ├── RL_Pages │ ├── Monte_Carlos.md │ └── RL.md ├── SFT_Pages │ ├── Lora.md │ ├── Pytorch_Lora.md │ └── SFT.md ├── _config.yml ├── _includes │ └── mathjax.html ├── _layouts │ └── default.html ├── agent.md ├── assets │ └── css │ │ └── style.css ├── index.md ├── stablediffusion.md └── vit.md ├── javascripts └── mathjax_config.js ├── mkdocs.yml └── site ├── 404.html ├── Engineering_Pages ├── Full_SFT_LlamaFactory │ └── index.html ├── How_to_infer_Deepseek_Prover │ └── index.html ├── How_to_infer_Transformer_with_ray │ └── index.html ├── LLM_Infer_Structure │ ├── Exercices │ │ └── index.html │ ├── How_to_Systematically_Learn_LLM_Infer_Structure │ │ └── index.html │ └── VLLM │ │ └── index.html ├── LlamaFactory │ └── index.html ├── Pytorch │ ├── Basic_1_Tensor │ │ └── index.html │ ├── Basic_2_Autograd │ │ └── index.html │ ├── How_to_Define_a_Neural_Network │ │ └── index.html │ ├── How_to_Load_Data │ │ └── index.html │ ├── How_to_Train_Model │ │ └── index.html │ └── Pytorch_Structure │ │ └── index.html └── Transformer_Lens │ └── Extract_hidden_layers │ └── index.html ├── Eval_Pages └── Evaluation │ └── index.html ├── LLM_Pages ├── Attention │ └── MLA │ │ └── index.html ├── LLM_Architecture │ ├── LLM_Architecture │ │ └── index.html │ └── Llama3 │ │ └── index.html ├── LLM_Questions │ └── index.html ├── MoE_Architecture │ └── index.html ├── Normalization │ ├── BatchNorm │ │ └── index.html │ ├── BatchNorm_Exercise │ │ └── index.html │ ├── LayerNorm │ │ └── index.html │ ├── LayerNorm_Exercise │ │ └── index.html │ ├── RMSNorm │ │ └── index.html │ └── RMSNorm_Exercise │ │ └── index.html ├── Positional_Embedding │ └── index.html ├── Post-Train │ └── index.html └── Pre-Train │ └── index.html ├── ML_Pages ├── Activation_Functions │ └── index.html ├── CNN │ └── index.html ├── MLP │ └── index.html ├── Pytorch_CNN │ └── index.html ├── Pytorch_MLP │ └── index.html ├── Pytorch_RNN │ └── index.html ├── Pytorch_VAE │ └── index.html ├── RNN │ └── index.html └── VAE │ └── index.html ├── Mathematical_Foundation ├── Linear_Algebra │ ├── Matrix_Calculation │ │ └── index.html │ └── Matrix_Decomposition │ │ ├── Full_Rank_Decomposition │ │ └── index.html │ │ ├── QR_Decomposition │ │ └── index.html │ │ └── Test_Code.ipynb ├── Manifold │ └── Manifold_hypothesis │ │ └── index.html └── Universal_Approximation │ └── Approximation_Neural_Network │ └── index.html ├── Part0 ├── Part0-0 │ └── index.html └── Part0-1 │ └── index.html ├── Part1 ├── Part1-1 │ └── index.html └── Part1-2 │ └── index.html ├── RAG_Pages ├── Code_RAG │ └── index.html └── RAG_List │ └── index.html ├── RLHF_Pages ├── 6941ddbba3f5d3404129d1bbef361b3.png ├── DPO │ └── index.html ├── DPO_Exercise │ └── index.html ├── DPO_Exercise_viz.html ├── DPO_Math │ └── index.html ├── DPO_Math_viz.html ├── DPO_Problem │ └── index.html ├── DPO_Problem_viz.html ├── DPO_viz.html ├── FPO │ └── index.html ├── FPO_viz.html ├── GRPO │ └── index.html ├── GRPO_viz.html ├── KTO │ └── index.html ├── KTO_viz.html ├── MCTS_DPO │ └── index.html ├── MCTS_DPO_viz.html ├── NPO │ └── index.html ├── NPO_viz.html ├── PPO │ └── index.html ├── PPO_Loss │ └── index.html ├── PPO_Loss_viz.html ├── PPO_viz.html ├── RM_Exercise │ └── index.html ├── RM_Exercise_viz.html ├── RM_Full_FT_or_Lora │ └── index.html ├── RM_Full_FT_or_Lora_viz.html ├── RM_Training │ └── index.html ├── RM_Training_viz.html ├── SimPO │ └── index.html ├── SimPO_Exercise │ └── index.html ├── SimPO_Exercise_viz.html └── SimPO_viz.html ├── RL_Pages ├── Monte_Carlos │ └── index.html └── RL │ └── index.html ├── SFT_Pages ├── Lora │ └── index.html ├── Pytorch_Lora │ └── index.html └── SFT │ └── index.html ├── _config.yml ├── _includes └── mathjax.html ├── _layouts └── default.html ├── agent └── index.html ├── assets ├── css │ └── style.css ├── images │ └── favicon.png ├── javascripts │ ├── bundle.525ec568.min.js │ ├── bundle.525ec568.min.js.map │ ├── lunr │ │ ├── min │ │ │ ├── lunr.ar.min.js │ │ │ ├── lunr.da.min.js │ │ │ ├── lunr.de.min.js │ │ │ ├── lunr.du.min.js │ │ │ ├── lunr.el.min.js │ │ │ ├── lunr.es.min.js │ │ │ ├── lunr.fi.min.js │ │ │ ├── lunr.fr.min.js │ │ │ ├── lunr.he.min.js │ │ │ ├── lunr.hi.min.js │ │ │ ├── lunr.hu.min.js │ │ │ ├── lunr.hy.min.js │ │ │ ├── lunr.it.min.js │ │ │ ├── lunr.ja.min.js │ │ │ ├── lunr.jp.min.js │ │ │ ├── lunr.kn.min.js │ │ │ ├── lunr.ko.min.js │ │ │ ├── lunr.multi.min.js │ │ │ ├── lunr.nl.min.js │ │ │ ├── lunr.no.min.js │ │ │ ├── lunr.pt.min.js │ │ │ ├── lunr.ro.min.js │ │ │ ├── lunr.ru.min.js │ │ │ ├── lunr.sa.min.js │ │ │ ├── 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