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NonLinear Regression

This repository implements a non-linear regression using zero mean noiseless Gaussian Processes to estimate the function values f(x) = sin(0.5 * x) for x values ranging from -4 to 4. The repository performs below specific operations:

  1. It plots 10 prior functions in the interval -4 to 4.

sample_prior

  1. It plots the mean estimate for the non-linear regression and the error curves above and below indicating confidence in the estimate.

sample_prior

  1. It plots 10 posterior functions sampling the conditional distribution GP(f|D).

sample_prior

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