2011 and 2012 have been watershed years. IBM watson, speech recognition using neural nets beating speech researchers, neural nets on imagenet beating computer vision researchers. The trend is that automated machine learning wins. You can be on the right side of history (automated machine learning) or take opposite side (and be wrong).