Gaussian Process Modeling

Using GP to model real world problems

Result as visualization

https://jinified.github.io/GPProject/

Datasets

1. Mean Sea Level Pressure
2. Sea surface temperature
3. National Oceanic & Atmospheric Adminstration (NOAA) datasets
4. CMU datasets

Relevant projects using GP

1. Parallel GP Regression
2. Sparse GP Regression
3. Distributed Variational Inference in Sparse GP Regression & Latent Variable Models
4. Stochastic Variational Inference with GP Jupyter Notebook

Open source tools for doing GP

1. GPy by Sheffield
2. GPFlow leverage on TensorFlow for big data

Useful talks to understand GP

1. Nando Freitas Intro to GP
2. Phillip Hennig - GP Part I
3. Phillip Hennig - GP Part II
4. Mathematical Monk GP
5. Neil D Lawrence GP Part I
6. Neil D Lawrence GP Part II
7. Neil D Lawrence GP Part III