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As a noob on this subject, I have found the following two books very helpful for understanding ANNs;

1) Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition by Sandhya Samarasinghe. - A very nice, intuitive and comprehensible book with lots of illustrations.

2) Practical Neural Network Recipes in C++ by Timothy Masters - A old classic with step-by-step code you can follow.



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