GP Predict Point

The conditional method in this case will randomly draw 1000 samples of parameters from the trace. Then, for each sample, it will draw 100 random numbers from a normal distribution specified by the values of mu and std in that sample. If you do not want the predictive mean, but instead all the predictive samples, you could defer from taking their mean like i did above.