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)
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)
具體描述
http://neuralnetworksanddeeplearning.com/
用戶評價
評分
##非常好的deep learning入門，直接用python寫例子，便於理解。
評分##以交互式的圖形和動畫的方式充分展現瞭基於網頁的書籍相較於傳統書籍的巨大優勢
評分##The best story told about all the nitty-gritty of neutral networks. Great book to refresh memory.
評分##QI 看的是他的，沒想到，ML看的也是他的...
評分##非常好的deep learning入門，直接用python寫例子，便於理解。
評分##物理學傢寫的深度學習方麵的書，直覺很好。
評分##可能是讀過的最好的入門書籍瞭，不過CNN的介紹篇幅太短也太淺
評分##神經網絡最佳入門
評分##挺不錯的神經網絡的入門書，從理論到代碼，看得齣經過精心的裁剪。對基本概念和原理介紹得不錯，雖然有很多數學公式，但python的代碼幫助理解很多細節。激活函數、代價函數、隨機梯度下降、反嚮傳播、過度擬閤和規範化、權重初始化、超參數優化、捲積網絡的局部感受野、混閤層、特徵映射。
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