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
##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。
評分##QI 看的是他的，沒想到，ML看的也是他的...
評分非常好的入門書籍。作者從頭到尾都在給你做心靈按摩：don't worry,it's simple.don't panic,it's easy.stop feeling stupid about yourself,just move forward.
評分##神經網絡最佳入門
評分##翻譯版本，講例子還蠻深入淺齣。
評分##神經網絡入門級讀物 對很多常見概念技巧有深入淺齣的解釋 http://neuralnetworksanddeeplearning.com/
評分##一本非常非常棒的神經網絡和深度學習的入門書，真正當然得起深入淺齣，通過簡潔明瞭的數學推導，和清晰明瞭簡短的代碼，把神經網絡和CNN做瞭非常易懂的介紹，強烈推薦深度學習第一書。
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##神經網絡最佳入門
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