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Top 3 Trends in Deep Learning

I remember the journey of creating my first deep learning network. It all started by typing that first search into Google to understand the technology: "What is deep learning?" After hours of deep learning trial and error, I was left with a painstaking discovery: this is going to take a lot of time. This is not another "what is deep learning?" I'm here to talk about the intermediate stage of deep learning, and the trends that are emerging in response to the challenges at this stage.