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PyTorch # PyTorch 入门教程 —— 从线性回归到神经网络 ## 本章目标 - 理解动态计算图与自动微分 - 手写梯度下降 → 使用 PyTorch 的 optimizer - 掌握 nn.Module 的模块化设计思想 - 理解损失函数与优化器的选择 ## 1. 动态计算图:为什么 PyTorch 如此灵活? **静态图(TensorFlow 1.x):** 先定义完整图 → 编译 → 运… 3% Verilog / SystemVerilog always_ff @(posedge clk or negedge rst_n) begin if (!rst_n) begin state <= S_IDLE; rx_valid <= 0; rx_error <= 0; clk_cnt <= 0; bit_idx <= 0; end else begin… 2% Django 参考文献: [ { "type": "book", "year": 2024, "title": "Django for APIs: Build web APIs with Python & Django", "authors": [ "William S. Vincent" ] }, { "type": "book",… 2% Matplotlib 参考文献: [ { "type": "web", "year": 2024, "title": "Matplotlib 官方文档", "authors": [ "Matplotlib Development Team" ] }, { "type": "book", "year": 2021, "title":… 2% NumPy 参考文献: [ { "type": "book", "year": 2022, "title": "Python for Data Analysis (3rd Edition)", "authors": [ "Wes McKinney" ] }, { "type": "web", "year": 2024, "… 1% C# <h1>🏗 Alpine.js Demo</h1> <p style="color: #666;">纯 HTML 属性驱动的交互 —— 零 JS 代码</p> <!-- 标签页组件 --> <div x-data="{ activeTab: 'vue' }"> <div class="tabs"> <button class="tab-btn" :class="… 1% Angular 参考文献: [ { "url": "https://angular.dev", "type": "web", "year": 2024, "title": "Angular Documentation", "authors": [ "Google" ] }, { "type": "book", "year":… 1% ROS 2 参考文献: [ { "url": "https://docs.ros.org/en/humble/", "type": "web", "year": 2024, "title": "ROS 2 Documentation (Humble)", "authors": [ "Open Robotics" ] }, { "u… 1%