ethan-sui / Ai Algorithm Engineer Knowledge
Licence: apache-2.0
努力成为一名合格有水平的AI算法工程师
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内容已迁移至个人小站：⭐http://www.ethansui.top/
后期更新也都在个人网站上更新
AI-algorithm-engineer-knowledge
努力成为一名合格有水平的AI算法工程师
未完待续，持续更新...
一、工程基础
1、编程语言
2、软件工程
- 算法与数据结构
- 代码规范
3、操作系统
4、数据库
二、机器学习基础
1、数学基础
2、可视化
3、误差分析与调优
4、传统机器学习
5、深度学习
三、算法框架
1、机器学习框架
- scikit-learn
- Spark ML
- LightGBM
2、深度学习框架
- TensorFlow
- PyTorch
3、特征工程
- tsfresh
- Featuretools
- Feast
4、可视化
- pyecharts
- seaborn
5、Web框架
6、爬虫框架
四、应用领域
1、计算机视觉
五、杂货铺
1、书籍阅读
2、论文阅读
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