You certain? A Bayesian strategy to acquiring uncertainty estimates from neural networks

You certain? A Bayesian strategy to acquiring uncertainty estimates from neural networks

If there have been a set of survival guidelines for information scientists, amongst them must be this: All the time report uncertainty estimates along with your predictions. Nevertheless, right here we’re, working with neural networks, and in contrast to lm, a Keras mannequin doesn’t conveniently output one thing like a normal error for the weights….

Including uncertainty estimates to Keras fashions with tfprobability

Including uncertainty estimates to Keras fashions with tfprobability

About six months in the past, we confirmed how you can create a customized wrapper to acquire uncertainty estimates from a Keras community. At present we current a much less laborious, as effectively faster-running method utilizing tfprobability, the R wrapper to TensorFlow Likelihood. Like most posts on this weblog, this one received’t be quick, so…