I recently came across a blog post by Francois Chollet, the creator of Keras, where he explores the limitations of deep learning methods. It is an extremely informative blog piece, which I would recommend readers to go through before continuing further. I, personally, am guilty of over estimating the capabilities of deep learning for machine learning tasks. Theoretically, a recurrent neural network can be considered as a Turing Complete machine. To put it in a simpler phrase, every Turing Mac...
