Tutorial
- Exploring Bayesian Optimization
- Bayesian optimization - Martin Krasser's Blog
- How to Implement Bayesian Optimization from Scratch in Python
- Tutorial #8: Bayesian optimization - Borealis AI
- Bayesian Optimization — Pyro Tutorials 1.8.4 documentation
- Lecture 12 Bayesian Optimization from CSE 515T: Bayesian Methods in Machine Learning – Fall 2019
- GitHub - krasserm/bayesian-machine-learning: Notebooks about Bayesian methods for machine learning
Integer variable
Paper
- Proceeding of IEEE Taking the Human Out of the Loop: A Review of Bayesian Optimization # 3486
- NeurIPS 2012 Practical Bayesian Optimization of Machine Learning Algorithms # 7179
- NuerIPS 2019 Combinatorial Bayesian Optimization using the Graph Cartesian Product
– graph scenario
Source Code
- https://botorch.org/
- GitHub - fmfn/BayesianOptimization: A Python implementation of global optimization with gaussian processes. # 6.5k stars
Gaussian Process
- [the Book!] Gaussian process for machine learning
- A Visual Exploration of Gaussian Processes
-
[2009.10862] An Intuitive Tutorial to Gaussian Processes Regression
– GitHub - jwangjie/Gaussian-Processes-Regression-Tutorial: An Intuitive Tutorial to Gaussian Processes Regression - Implement A Gaussian Process From Scratch | by Shuai Guo | Towards Data Science
- Gaussian Processes, not quite for dummies
- Gaussian-Process-Regression-handout/GPR_handout.pdf at master · NicolasDurrande/Gaussian-Process-Regression-handout · GitHub