| 韩 | 王 | 东 | 舒 | 姚 | 琳 | 江 | Subject | Hours | Notes | |
|---|---|---|---|---|---|---|---|---|---|---|
| Lecture 1 | Done | Done | Done | Done | Done | Done | Done | Video | 1h | |
| Lecture 2 | Done | Done | Done | Done | Done | Done | Done | Python/Numpy tutorial | 2h | |
| Done | Done | Done | Done | Done | Done | Done | Image Classigication | 1h | ||
| Done | Done | Done | Done | Done | Done | Done | Linear Classification (1/2) | 1h | ||
| Done | Done | Done | Done | Done | Done | Done | Video | 1h | ||
| Done | Done | Done | Done | Done | Done | Done | Q1 | 3h | 10月21日 截止 | |
| Lecture 3 | Done | Done | Done | Done | Done | Done | Done | Linear Classification (2/2) | 1h | |
| Done | Done | Done | Done | Done | Done | Done | Optimization Notes | 2h | ||
| Done | Done | Done | Done | Done | Done | Video | 2h | |||
| Done | Done | Done | Done | Done | Q2 | 4h | ||||
| Lecture 4 | Done | Done | Done | Done | Done | Backprop notes | 2h | |||
| Done | Done | Done | Done | Linear Backprop exa | 2h | 10月28日 截止 | ||||
| Done | Done | Done | Done | Done | Video | 1h | ||||
| Done | Optional Reading | 10h | ||||||||
| Done | Done | Q3 | 3h | |||||||
| Lecture 5 | Done | Done | ConvNet notes | 3h | ||||||
| Done | Done | Video | 1h | |||||||
| Q4 | 4h | 11月4日 截止 | ||||||||
| Lecture 6 | Done | CNN 1 | 1h | |||||||
| Done | CNN 2 | 2h | ||||||||
| Done | CNN 3 | 2h | ||||||||
| Optional Reading | 9h | |||||||||
| Done | Video | 1h | ||||||||
| Q5 | 2h | |||||||||
| Q6 (opt) | 1h | 11月11日 截止 | ||||||||
| Summary | Unit 1 | 42h |
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我们参照 Stanford Honor Code ，简而言之就是作业过程中可以讨论算法，但自己实现前不可以看别人的代码。
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讨论组：
- Hands on Tensorflow ----- 亚马逊评分4.7 作者是Youtube视频分类的负责人，作业非常棒，第9章开始是深度学习
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Deep Learning —— 亚马逊评分4.5，第一本系统介绍深度学习理论的书，作者是GAN发明人，建议做两个项目后再看，否则不好get他的点
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Neural Network and Deep Learning —— 非常好的入门课本，培养sense用，有很多能把玩的程序，直观感受为什么神经网络可以拟合任何函数 [大概20h看完]
- Design of Computer Programs —— 人工智能领域大神 Peter Novig 讲的课，很有挑战性，课上的实现都相当巧妙 [大概50h看完]
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[A Few Useful Things to Know about Machine Learning.pdf](共享文件/A Few Useful Things to Know about Machine Learning.pdf)
(These include pitfalls to avoid, important issues to focus on, and answers to common questions.)
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我们预计12月30日完成全部课程；）