Neural Networks and Deep Learning
What this book is about
On the exercises and problems
Using neural nets to recognize handwritten digits
How the backpropagation algorithm works
Improving the way neural networks learn
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(更多)
Neural Networks and Deep Learning
What this book is about
On the exercises and problems
Using neural nets to recognize handwritten digits
How the backpropagation algorithm works
Improving the way neural networks learn
A visual proof that neural nets can compute any function
Why are deep neural networks hard to train?
Deep learning
Appendix: Is there a simple algorithm for intelligence?
Acknowledgements
Frequently Asked Questions
· · · · · · (收起)
With that said, this idea of preferring simpler explanation should make you nervous. People sometimes refer to this idea as "Occam's Razor", and will zealously apply it as though it has the status of some general scientific principle. But, of course, it's not a general scientific principle. There is no a priori logical reason to prefer simple explanations over more complex explanations. Indeed, sometimes the more complex explanation turns out to be correct. (查看原文)
平凡的老鱼
任鱼儿
0 有用 song2li 2022-08-07 04:51:01
翻译版本，讲例子还蛮深入浅出。
1 有用 幾 2020-05-22 21:24:51
QI 看的是他的，没想到，ML看的也是他的...
1 有用 飞鸿不踏雪 2018-05-14 14:12:56
作为入门书确实挺不错，不像Ian的《深度学习》太细，也不像周志华的《机器学习》门类多，细节少，只专注于讲清楚DNN的是如何工作的
1 有用 J 2017-08-04 15:43:04
极好极好极好的书，如果对机器学习感兴趣，是必读的书。甚至完全不需要数学基础。
2 有用 今夕何夕 2017-07-06 17:27:42
挺不错的神经网络的入门书，从理论到代码，看得出经过精心的裁剪。对基本概念和原理介绍得不错，虽然有很多数学公式，但python的代码帮助理解很多细节。激活函数、代价函数、随机梯度下降、反向传播、过度拟合和规范化、权重初始化、超参数优化、卷积网络的局部感受野、混合层、特征映射。
0 有用 Victor 2024-04-07 16:38:42 山东
非常好的深度学习入门教材，因为是free online book，有可以动手操作的动画模拟，文字内容也深入浅出，在概念解释方面可以说完胜其他纸质教材。
0 有用 lwtwl 2023-05-04 00:24:40 上海
精华在四个公式的推导，很不错
0 有用 w 2023-04-14 15:37:19 安徽
重视直觉的理解，作者有意识地自问自答新手可能会问的问题。
0 有用 邓岩井 2023-04-04 16:48:09 浙江
well written
0 有用 海淀区桥本环奈 2022-08-25 14:24:40 江苏
作者很可爱“嗯……怎么不算simple呢？”