Inverse transform sampling is a method for sampling a joint probability distribution sometimes used in [[generative model]]s.
- Compute [[cumulative density function|cdf]]
- Generate a random number from 0 to 1
- Using the random number, select a sample from the cdf
- Repeat to create a batch of samples
There is no magic here, it is as simple as it sounds.