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machine learning

online resources

英文：ML/DL Resources At One Place

online books

  1. neural networks intro [ ]
  2. Deep Learning（深度学习）学习笔记整理系列1-8 [ ]
    对深度学习的一个简单介绍，可以根据这八篇文章对深度学习有个总体印象。
  3. stanford:Deep Learning intro [ ]
  4. stanford: CS231n:Convolutional Neural Networks for Visual Recognition [ ]
    the video lectures can be found in 斯坦福CS231n—深度学习与计算机视觉

  5. deep learning by Ian Goodfellow and Yoshua Bengio and Aaron Courville [ ]
    Deep Learning is the only comprehensive book on the subject.”–Elon Musk, co-chair of OpenAI;CEO of Tesla and SpaceX 这本被Elon Musk高度评价的来自Bengio的深度学习奇书。纸质版在amazon有售，贵的要死。这里附上的是电子版的。

    中文版：https://github.com/exacity/deeplearningbook-chinese

  6. ML tutorial by Andrew Moore

online video

  1. coursera:machine learning by Andrew NG [x]
  2. machine learning for trading [x]

该视频没有具体的实现代码，主要介绍了股票的交易规则，风险计算，投资组合优化，股票基本面分析，技术面分析等。(optional)

  1. 网易公开课:machine learning by Andrew NG []
  2. coursera:neural network for machine learning by Geoffrey Hinton [ ]
  3. 斯坦福CS231n—深度学习与计算机视觉 [ ]

  4. learning from data by Yaser Abu-Mostafa

others

  1. 距离和相似性度量方法
  2. activation function
  3. loss function
  4. Introduction to Machine Learning Course 没来得及看，先留着。

tools

online markdown editor

  1. https://markable.in/
  2. http://dillinger.io/
  3. Online LaTex Equation Editor
  4. support diagram & math formula

online other tools:

编程语言

Python

NodeJS

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