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34 | 34 |
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35 | 35 | ## 📚 教程清单 |
36 | 36 |
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| 37 | +### 🧠 General / 基础 |
| 38 | + |
37 | 39 | | Topic | HTML(推荐阅读) | Source MD | |
38 | 40 | |---|---|---| |
39 | | -| Attention 面试 Cheat Sheet | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/attention_tutorial.html) | [MD](docs/tutorials/attention_tutorial.md) | |
40 | | -| Flow Matching Quick Reference | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/flow_matching_tutorial.html) | [MD](docs/tutorials/flow_matching_tutorial.md) | |
| 41 | +| **Attention 面试 Cheat Sheet** | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/attention_tutorial.html) | [MD](docs/tutorials/attention_tutorial.md) | |
| 42 | + |
| 43 | +### 🎯 Post-Training & Reasoning |
| 44 | + |
| 45 | +| Topic | HTML | MD | |
| 46 | +|---|---|---| |
| 47 | +| RLHF / DPO / GRPO / PPO | 🚧 | — | |
| 48 | +| Reasoning Models (o1 / R1 / Test-Time Compute / PRM) | 🚧 | — | |
| 49 | + |
| 50 | +### 🏛️ LLM Architecture & Systems |
| 51 | + |
| 52 | +| Topic | HTML | MD | |
| 53 | +|---|---|---| |
| 54 | +| MoE (DeepSeek-V3 / Mixtral / Llama 4) | 🚧 | — | |
| 55 | +| Long Context (RoPE / YaRN / NTK / MLA / StreamingLLM) | 🚧 | — | |
| 56 | +| KV Cache + Speculative Decoding (Medusa / EAGLE / MLA) | 🚧 | — | |
| 57 | +| Quantization (GPTQ / AWQ / FP8 / NVFP4 / SmoothQuant) | 🚧 | — | |
| 58 | +| Distributed Training (DDP / FSDP2 / ZeRO / TP / PP / EP / SP) | 🚧 | — | |
| 59 | + |
| 60 | +### 🌊 Generative Models — 理论 & Tokenizers |
| 61 | + |
| 62 | +| Topic | HTML | MD | |
| 63 | +|---|---|---| |
| 64 | +| **Flow Matching Quick Reference** | [📄 HTML](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/flow_matching_tutorial.html) | [MD](docs/tutorials/flow_matching_tutorial.md) | |
| 65 | +| Diffusion Foundations (DDPM / Score / DDIM / EDM / CFG) | 🚧 | — | |
| 66 | +| VAE / VQ-VAE / VQ-GAN / FSQ | 🚧 | — | |
| 67 | + |
| 68 | +### 🎨 Generation Systems — 图像 / 视频 / 3D |
| 69 | + |
| 70 | +| Topic | HTML | MD | |
| 71 | +|---|---|---| |
| 72 | +| Image Gen Systems (LDM / SD / SDXL / SD3 / FLUX / ControlNet) | 🚧 | — | |
| 73 | +| Video Gen (Sora / Hunyuan-Video / Kling / Wan / Movie Gen) | 🚧 | — | |
| 74 | +| 3D Gen (NeRF / Instant-NGP / 3DGS / SDS / Trellis) | 🚧 | — | |
| 75 | + |
| 76 | +### 👁️ Multimodal |
| 77 | + |
| 78 | +| Topic | HTML | MD | |
| 79 | +|---|---|---| |
| 80 | +| VLM (CLIP / LLaVA / Qwen-VL / DeepSeek-VL) | 🚧 | — | |
41 | 81 |
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42 | | -> 🚧 **更多在路上** —— RLHF/DPO/GRPO · Reasoning Models (o1/R1) · MoE (DeepSeek-V3) · KV Cache + Speculative Decoding · Long Context (RoPE/YaRN/MLA) · Quantization (GPTQ/AWQ/FP8/NVFP4) · Distributed Training (FSDP2/ZeRO/TP/PP/EP) · Diffusion Foundations · VLM (CLIP/LLaVA/Qwen-VL) · VAE/VQ-VAE/VQ-GAN/FSQ · Image Gen (SD3/FLUX/ControlNet) · Video Gen (Sora/Hunyuan-Video/Wan) · 3D Gen (NeRF/3DGS/SDS) ... 还有 13 篇正在跑。 |
| 82 | +> 🚧 表示正在跑(13 篇 background agent 进行中,跑完会逐个填入)。 |
43 | 83 |
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44 | 84 | --- |
45 | 85 |
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