Machine Learning

Courses

• Machine Learning (Andrew Ng): Coursera

  Stanford CS229 (Andrew Ng): Video (2018), Syllabus

  • Notes:
    • Kivy-CN/Stanford-CS-229-CN
    • scruel/ML-AndrewNg-Notes
    • afshinea/stanford-cs-229-machine-learning (cheatsheets)
    • fengdu78/Coursera-ML-AndrewNg-Notes

Books

• 机器学习 (西瓜书) (周志华)
• 西瓜书中的公式推导 (南瓜书)
• 统计学习方法 (李航)

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• 神经网络与深度学习 (邱锡鹏)
• Neural Networks and Deep Learning: A Textbook (Charu C. Aggarwal)
• Deep Learning (Ian Goodfellow, Yoshua Bengio and Aaron Courville): English, Chinese

References

• scutan90/DeepLearning-500-questions