【转载】零基础入门深度学习-参考文献

机器学习 深度学习

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参考资料

零基础入门深度学习(1) - 感知器

Tom M. Mitchell, “机器学习”, 曾华军等译, 机械工业出版社

零基础入门深度学习(2) - 线性单元和梯度下降

Tom M. Mitchell, “机器学习”, 曾华军等译, 机械工业出版社

零基础入门深度学习(3) - 神经网络和反向传播算法

• Tom M. Mitchell, “机器学习”, 曾华军等译, 机械工业出版社
• CS 224N / Ling 284, Neural Networks for Named Entity Recognition
• LeCun et al. Gradient-Based Learning Applied to Document Recognition 1998

零基础入门深度学习(4) - 卷积神经网络

• CS231n Convolutional Neural Networks for Visual Recognition
• ReLu (Rectified Linear Units) 激活函数
• Jake Bouvrie, Notes on Convolutional Neural Networks, 2006
• Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016

零基础入门深度学习(5) - 循环神经网络

• RECURRENT NEURAL NETWORKS TUTORIAL
• Understanding LSTM Networks
• The Unreasonable Effectiveness of Recurrent Neural Networks
• Attention and Augmented Recurrent Neural Networks
• On the difficulty of training recurrent neural networks, Bengio et al.
• Recurrent neural network based language model, Mikolov et al.
• Neural Network Classification, Categorical Data, Softmax Activation, and Cross Entropy Error, McCaffrey

零基础入门深度学习(6) - 长短时记忆网络(LSTM)

• CS224d: Deep Learning for Natural Language Processing
• Understanding LSTM Networks
• LSTM Forward and Backward Pass

零基础入门深度学习(7) - 递归神经网络

• CS224d: Deep Learning for Natural Language Processing
• Learning Task-Dependent Distributed Representations by Back Propagation Through Structure
• Parsing Natural Scenes and Natural Language with Recursive Neural Networks