  In this report, we survey Bayesian Optimization methods focussed on the
Multi-Armed Bandit Problem. We take the help of the paper "Portfolio Allocation
for Bayesian Optimization". We report a small literature survey on the
acquisition functions and the types of portfolio strategies used in papers
discussing Bayesian Optimization. We also replicate the experiments and report
our findings and compare them to the results in the paper. Code link:
https://colab.research.google.com/drive/1GZ14klEDoe3dcBeZKo5l8qqrKf_GmBDn?usp=sharing#scrollTo=XgIBau3O45_V.
