Of course you can use it but does it perform better than "shallow" methods such as Gaussian processes, SVMs, and multivariate linear regression ? either through theoretical or empirical evidence ?
The original post used a linear regression (and apparently misimplemented an intended logistic regression); this post sees better results at all sample sizes with a proper deep learning approach.
