深度学习学习资料汇总

Books

• free-programming-books
• An introduction to statistical learning
• neural networks and deep learning
• neural networks and deep learning中文翻译
• Deep Learning
• Deep Learning中文翻译

some

• gitxiv,arxiv与github的结合，每周一推送
• arxiv, paper reading

framework

• DL框架的未来发展，TensorFlow/MXNet/Torch, 选哪个？

others

• image-augmentation-deep-learning-keras
• CS231n
• CS231n中文翻译
• why-you-should-use-cross-entropy-error-instead-of-classification-error-or-mean-squared-error-for-neural-network-classifier-training
• 机器学习与深度学习资料
• Must Know Tips/Tricks in Deep Neural Networks
• object detection极全汇总
• reinforcement learning 极全汇总
• neural-network权重可视化
• a-step-by-step-backpropagation-example/
• Yes you should understand backprop
• Classification using Traditional Machine Learning vs. Deep Learning
• 重磅长文|提高深度学习性能的四种方式
• 语义级特征学习
• 深度 | OpenAI Ian Goodfellow的Quora问答：高歌猛进的机器学习人生
• UFLDL
• 深度学习资料汇总
• videolectures
• CS231n.github.io
• 深度机器学习中的batch的大小对学习效果有何影响？
• 为什么深度学习对训练样本的数量要求较高？
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抠图

• 知乎专栏|抠图综述