这是第3部分，暂时先空着。
- 人工智能分类图: http://121.199.10.158:8107/c5p8d4he6gjkxm0oq1zrbslt2v37wify9aunx1/haos_20211006/ebooks/_book/y2021/R103.html
- 论文：Review of Artificial Intelligence Adversarial Attack and Defense Technologies.pdf In recent years, artificial intelligence technologies have been widely used in computer vision, natural language processing, automatic driving, and other fields. However, artificial intelligence systems are vulnerable to adversarial attacks, which limit the applications of artificial intelligence (AI) technologies in key security fields. Therefore, improving the robustness of AI systems against adversarial attacks has played an increasingly important role in the further development of AI. This paper aims to comprehensively summarize the latest research progress on adversarial attack and defense technologies in deep learning. According to the target model’s different stages where the adversarial attack occurred, this paper expounds the adversarial attack methods in the training stage and testing stage respectively. Then, we sort out the applications of adversarial attack technologies in computer vision, natural language processing, cyberspace security, and the physical world. Finally, we describe the existing adversarial defense methods respectively in three main categories, i.e., modifying data, modifying models and using auxiliary tools.
- One-Hot技术详解
- 最大熵理论
- 使用pandas就要多用数组计算而不是循环计算
- Scikit-learn 中的模型的多维指标评估方法
- sklearn.datasets.make_classification函数用法简介
- 梯度下降实例（3D）
- 科学类库SciPy的核心结构
- Pandas使用小结
- 使用 matplotlib 显示3D动画
- Weka机器学习集成平台
- 使用numpy进行连续函数的线性拟合
- Pytho函数中args和*kwargs
- Scikit-Learn 数据集及iris简介
- 使用二维平均分布与二维正态分布随机生成学习样本
- 机器学习中的各类数据集
Matplotlib的3D显示功能由 The mplot3d Toolkit 实现。mtpot3d 的功能非常强大，可以显示多种不同类型的3D图像，包括：
- Line plots：线条图
- Scatter plots：散点图
- Wireframe plots：网状图
- Surface plots：表面图
- Tri-Surface plots：三角构成的图
- Contour plots：轮廓图
- Filled contour plots：填充的轮廓图
- Polygon plots：多边型图
- Bar plots：柱状图
- Quiver: 箭袋模式，因为里面显示的都是箭头，一般用于显示流量。
- 2D plots in 3D：3D中的2D图
- Text：文本
- Subplotting：子图绘制