https://www.elainafan.one/categories/ai/Recent content in AI on ElainafanHugo -- gohugo.iozh-cnelainafanThu, 18 Dec 2025 00:00:00 +0000https://www.elainafan.one/p/%E4%BB%8E%E9%9B%B6%E5%BC%80%E5%A7%8B%E7%9A%84ai%E7%BC%96%E7%A8%8B/Wed, 10 Sep 2025 00:00:00 +0000https://www.elainafan.one/p/%E4%BB%8E%E9%9B%B6%E5%BC%80%E5%A7%8B%E7%9A%84ai%E7%BC%96%E7%A8%8B/<h2 id="前言">前言 </h2><p>这是北京大学《人工智能中的编程》的课程笔记，内容包括 CUDA 与并行算法、自动微分、计算图、AI 编译器、分布式训练和模型部署。</p> <h2 id="阅读入口">阅读入口 </h2><h3 id="框架基础">框架基础 </h3><ul> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-introduction/" >导论</a> </li> </ul> <h3 id="cuda-与并行计算">CUDA 与并行计算 </h3><ul> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-parallel-programming/" >并行编程</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-parallel-communication/" >并行通信</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-parallel-algorithms-1/" >并行算法 I</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-parallel-algorithms-2/" >并行算法 II</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-matrix-product/" >矩阵乘法</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-convolution-pooling/" >卷积与池化</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-pybind-unit-test/" >PyBind 与单元测试</a> </li> </ul> <h3 id="框架与编译">框架与编译 </h3><ul> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-auto-diff/" >自动微分</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-computational-graph/" >计算图</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-compiler-frontend/" >AI 编译器前端</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-optimization/" >优化</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-compiler-backend/" >AI 编译器后端</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-data-processing/" >数据处理</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-heterogeneous-processors/" >异构处理器</a> </li> </ul> <h3 id="训练与部署">训练与部署 </h3><ul> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-distributed-data-parallel/" >分布式训练与数据并行</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-model-tensor-parallel/" >模型并行与张量并行</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-quantization/" >量化</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-llm-inference-serving/" >LLM 推理与服务</a> </li> <li><a class="link" href="https://www.elainafan.one/p/ai-programming-federated-learning/" >联邦学习</a> </li> </ul>