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Linear Algebra
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Probability
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Convex Optimization
- Convex Optimization - Stephen Boyd Book
- Convex Optimization CVX101 - Stephen Boyd Stanford University open course
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Machine Learning
- 神经网络与深度学习 - 邱锡鹏 - 复旦大学研究生课程
- Stat212b:Topics Course on Deep Learning 加州大学伯克利分校统计系Joan Bruna(Yann LeCun博士后)以统计的角度讲解DL
- CS224d: Deep Learning for Natural Language Processing 斯坦福大学 Richard Socher 主要讲解自然语言处理领域的各种深度学习模型 斯坦福大学 Fei-Fei Li Andrej Karpathy 主要讲解CNN、RNN在图像领域的应用
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