flykhan
2536c937e3
翻译自英文原版 maths-cs-ai-compendium，共 20 章全部完成。 第01章 向量 | 第02章 矩阵 | 第03章 微积分 第04章 统计学 | 第05章 概率论 | 第06章 机器学习 第07章 计算语言学 | 第08章 计算机视觉 | 第09章 音频与语音 第10章 多模态学习 | 第11章 自主系统 | 第12章 图神经网络 第13章 计算与操作系统 | 第14章 数据结构与算法 第15章 生产级软件工程 | 第16章 SIMD与GPU编程 第17章 AI推理 | 第18章 ML系统设计 第19章 应用人工智能 | 第20章 前沿人工智能 翻译说明： - 所有数学公式 $...$ / $$...$$、代码块、图片引用完整保留 - mkdocs.yml 配置中文导航 + language: zh - README.md 已翻译为中文（兼 docs/index.md） - docs/ 目录包含指向各章文件的 symlink - 约 29,000 行中文内容，排除 .cache/ 构建缓存
116 lines
7.1 KiB
XML
116 lines
7.1 KiB
XML
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<!-- Title -->
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<text x="350" y="24" font-size="14" font-weight="bold" fill="#333" text-anchor="middle">Attention-Based Image Captioning</text>
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<!-- Image patch grid (3x3) -->
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<text x="100" y="52" font-size="11" fill="#666" text-anchor="middle">Image Patches</text>
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<text x="56" y="85" font-size="8" fill="#999" text-anchor="middle">sky</text>
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<text x="100" y="85" font-size="8" fill="#999" text-anchor="middle">tree</text>
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<text x="144" y="85" font-size="8" fill="#999" text-anchor="middle">sky</text>
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<text x="56" y="129" font-size="8" fill="#999" text-anchor="middle">grass</text>
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<text x="100" y="126" font-size="8" fill="#e74c3c" text-anchor="middle" font-weight="bold">dog</text>
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<rect x="123" y="104" width="42" height="42" rx="3" fill="#3498db" fill-opacity="0.08" stroke="#ccc" stroke-width="1"/>
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<text x="144" y="129" font-size="8" fill="#999" text-anchor="middle">fence</text>
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<!-- Row 3 -->
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<rect x="35" y="148" width="42" height="42" rx="3" fill="#f39c12" fill-opacity="0.12" stroke="#f39c12" stroke-width="1"/>
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<text x="56" y="173" font-size="8" fill="#999" text-anchor="middle">ball</text>
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<rect x="79" y="148" width="42" height="42" rx="3" fill="#3498db" fill-opacity="0.08" stroke="#ccc" stroke-width="1"/>
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<text x="100" y="173" font-size="8" fill="#999" text-anchor="middle">grass</text>
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<rect x="123" y="148" width="42" height="42" rx="3" fill="#3498db" fill-opacity="0.08" stroke="#ccc" stroke-width="1"/>
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<text x="144" y="173" font-size="8" fill="#999" text-anchor="middle">grass</text>
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<!-- Attention arrows from patches to decoder word "dog" -->
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<!-- Strong attention from dog patch -->
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<line x1="165" y1="125" x2="315" y2="131" stroke="#ccc" stroke-width="1" stroke-opacity="0.4"/>
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<line x1="56" y1="146" x2="315" y2="132" stroke="#ccc" stroke-width="0.7" stroke-opacity="0.3"/>
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<!-- Attention weights label -->
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<text x="220" y="110" font-size="9" fill="#e74c3c" text-anchor="middle" font-style="italic">strong attention</text>
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<text x="220" y="175" font-size="9" fill="#ccc" text-anchor="middle" font-style="italic">weak attention</text>
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<!-- Decoder generating words -->
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<text x="460" y="52" font-size="11" fill="#666" text-anchor="middle">Decoder Output</text>
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<!-- Word boxes -->
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<text x="345" y="84" font-size="11" fill="#9b59b6" text-anchor="middle" font-weight="bold">"A"</text>
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<text x="345" y="137" font-size="11" fill="#e74c3c" text-anchor="middle" font-weight="bold">"dog"</text>
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<rect x="320" y="170" width="60" height="28" rx="5" fill="#9b59b6" fill-opacity="0.12" stroke="#9b59b6" stroke-width="1.2"/>
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<text x="350" y="189" font-size="11" fill="#9b59b6" text-anchor="middle" font-weight="bold">"plays"</text>
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<!-- Arrows between words (autoregressive) -->
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<line x1="345" y1="93" x2="345" y2="116" stroke="#666" stroke-width="1" marker-end="url(#ac-arrow)"/>
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<line x1="345" y1="146" x2="350" y2="168" stroke="#666" stroke-width="1" marker-end="url(#ac-arrow)"/>
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<!-- Attention heatmap visualization -->
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<text x="560" y="52" font-size="11" fill="#666" text-anchor="middle">Attention Map</text>
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<text x="560" y="65" font-size="9" fill="#999" text-anchor="middle">(for "dog")</text>
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<!-- Heatmap grid 3x3 -->
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<text x="526" y="95" font-size="7" fill="#999" text-anchor="middle">0.02</text>
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<rect x="544" y="75" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.1" stroke="#ddd" stroke-width="0.5"/>
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<text x="560" y="95" font-size="7" fill="#999" text-anchor="middle">0.05</text>
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<rect x="578" y="75" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.05" stroke="#ddd" stroke-width="0.5"/>
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<text x="594" y="95" font-size="7" fill="#999" text-anchor="middle">0.02</text>
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<rect x="510" y="109" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.1" stroke="#ddd" stroke-width="0.5"/>
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<text x="526" y="129" font-size="7" fill="#999" text-anchor="middle">0.06</text>
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<rect x="544" y="109" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.7" stroke="#e74c3c" stroke-width="1.5"/>
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<text x="560" y="129" font-size="8" fill="white" text-anchor="middle" font-weight="bold">0.65</text>
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<rect x="578" y="109" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.08" stroke="#ddd" stroke-width="0.5"/>
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<text x="594" y="129" font-size="7" fill="#999" text-anchor="middle">0.04</text>
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<rect x="510" y="143" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.15" stroke="#ddd" stroke-width="0.5"/>
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<text x="526" y="163" font-size="7" fill="#999" text-anchor="middle">0.08</text>
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<rect x="544" y="143" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.08" stroke="#ddd" stroke-width="0.5"/>
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<text x="560" y="163" font-size="7" fill="#999" text-anchor="middle">0.04</text>
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<rect x="578" y="143" width="32" height="32" rx="2" fill="#e74c3c" fill-opacity="0.08" stroke="#ddd" stroke-width="0.5"/>
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<text x="594" y="163" font-size="7" fill="#999" text-anchor="middle">0.04</text>
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<!-- Caption sentence at bottom -->
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<text x="350" y="230" font-size="11" fill="#333" text-anchor="middle">Generated Caption: </text>
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<text x="350" y="248" font-size="12" fill="#9b59b6" text-anchor="middle" font-weight="bold">"A dog plays with a ball on the grass"</text>
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<!-- Note -->
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<text x="350" y="280" font-size="9" fill="#999" text-anchor="middle">At each decoding step, the model attends to different spatial regions of the image</text>
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</svg> |