All Kernels¶

[TODO: turn into notebook, with every kernel shown as a function from -1 to 1, a matrix of cross-cov and GP samples around a 0 mean]

Kernels¶

Isotropic/Stationary kernels¶

SE / RBF¶

Matérn¶

RQ¶

Periodic¶

Distinction between isotropic/stationary¶

-> Changing the dist function changes the behavior of the kernel

“Dot-product” kernels¶

Polynomial kernel¶

Sigmoid kernel¶

Linear kernel¶

Affine kernel¶

Other kernels¶

Variance kernel¶

WhiteNoiseKernel¶

Mean functions¶

Zero mean¶

Constant mean¶

Linear mean¶

Affine mean¶

Composing modules¶

[TODO: various examples]