【转载】零基础入门深度学习-参考文献

【转载】零基础入门深度学习-参考文献

机器学习 深度学习

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