Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

import torch | |
import gpytorch | |
import numpy as np | |
import matplotlib.pyplot as plt | |
torch.manual_seed(42) | |
np.random.seed(42) | |
## Simulate hierarchical Data ## |
""" | |
Python code to generate M-splines and I-splines. | |
References | |
---------- | |
Ramsay, J. O. (1988). Monotone regression splines in action. | |
Statistical science, 3(4), 425-441. | |
""" | |
import numpy as np |