> I'm not applying ML strategies to hundreds of thousands of data points
Maybe you aren't, but the folks over at tensorflow.js [1] certainly are, as well as Andrej Karpathy's ConvnetJS [2].
[1] https://www.tensorflow.org/js [2] https://cs.stanford.edu/people/karpathy/convnetjs/demo/class...