摘要：
Note This section assumes the reader has already read through Classifying MNIST digits using Logistic Regression and Multilayer Perceptron. Additional 阅读全文
随笔分类 - Deep Learning
人工智能有简单的算法吗？Appendix: Is there a simple algorithm for intelligence?
2016-03-20 13:07 by GarfieldEr007, 177 阅读, 收藏,
摘要：
In this book, we've focused on the nuts and bolts of neural networks: how they work, and how they can be used to solve pattern recognition problems. T 阅读全文
深度学习Deep learning
2016-03-20 13:05 by GarfieldEr007, 1457 阅读, 收藏,
摘要：
In the last chapter we learned that deep neural networks are often much harder to train than shallow neural networks. That's unfortunate, since we hav 阅读全文
为什么深度神经网络难以训练Why are deep neural networks hard to train?
2016-03-20 13:02 by GarfieldEr007, 873 阅读, 收藏,
摘要：
Imagine you're an engineer who has been asked to design a computer from scratch. One day you're working away in your office, designing logical circuit 阅读全文
神经网络可以拟合任意函数的视觉证明A visual proof that neural nets can compute any function
2016-03-20 12:59 by GarfieldEr007, 750 阅读, 收藏,
摘要：
One of the most striking facts about neural networks is that they can compute any function at all. That is, suppose someone hands you some complicated 阅读全文
提高神经网络的学习方式Improving the way neural networks learn
2016-03-20 12:58 by GarfieldEr007, 652 阅读, 收藏,
摘要：
When a golf player is first learning to play golf, they usually spend most of their time developing a basic swing. Only gradually do they develop othe 阅读全文
BP反向传播算法的工作原理How the backpropagation algorithm works
2016-03-20 12:56 by GarfieldEr007, 1015 阅读, 收藏,
摘要：
In the last chapter we saw how neural networks can learn their weights and biases using the gradient descent algorithm. There was, however, a gap in o 阅读全文
使用神经网络识别手写数字Using neural nets to recognize handwritten digits
2016-03-20 12:53 by GarfieldEr007, 631 阅读, 收藏,
摘要：
The human visual system is one of the wonders of the world. Consider the following sequence of handwritten digits: Most people effortlessly recognize 阅读全文
卷积神经网络用于视觉识别Convolutional Neural Networks for Visual Recognition
2016-03-01 20:20 by GarfieldEr007, 713 阅读, 收藏,
摘要：
Table of Contents: Architecture Overview ConvNet Layers Convolutional Layer Pooling Layer Normalization Layer Fully-Connected Layer Converting Fully-C 阅读全文
深度学习研究组Deep Learning Research Groups
2016-03-01 20:10 by GarfieldEr007, 469 阅读, 收藏,
摘要：
Deep Learning Research Groups Some labs and research groups that are actively working on deep learning: University of Toronto - Machine Learning Group 阅读全文
深度学习数据集Deep Learning Datasets
2016-03-01 20:08 by GarfieldEr007, 979 阅读, 收藏,
摘要：
Datasets These datasets can be used for benchmarking deep learning algorithms: Symbolic Music Datasets Piano-midi.de: classical piano pieces (http://w 阅读全文
深度学习阅读列表 Deep Learning Reading List
2016-03-01 20:06 by GarfieldEr007, 807 阅读, 收藏,
摘要：
Reading List List of reading lists and survey papers: Books Deep Learning, Yoshua Bengio, Ian Goodfellow, Aaron Courville, MIT Press, In preparation. 阅读全文
深度学习材料：从感知机到深度网络A Deep Learning Tutorial: From Perceptrons to Deep Networks
2016-02-27 20:40 by GarfieldEr007, 536 阅读, 收藏,
摘要：
In recent years, there’s been a resurgence in the field of Artificial Intelligence. It’s spread beyond the academic world with major players like Goog 阅读全文
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