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You're both right. There are challenges in training a deep-learning neural network, and that training requires a lot of processing power.

We open sourced a pretty cool standalone machine in Java that addresses those issues about a week ago. Looking for feedback...

http://deeplearning4j.org



DeepLearning4j author here. I'd just like to add that despite training neural networks being hard, they are great for understanding data if trained right.

There are a lot of innovations in image processing wrt neural nets specifically. The right neural network can learn everything from scene detection to simple object recognition.

I would highly reccommend taking a look at the neural nets course on coursera to understand some of the use cases.




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