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How to Implement Bayesian Optimization from Scratch in Python

https://machinelearningmastery.com/what-is-bayesian-optimization/
Benchmarking Every Open Source Model

https://sotabench.com
A Gentle Introduction to Information Entropy

https://machinelearningmastery.com/what-is-information-entropy/
A Gentle Introduction to Cross-Entropy for Machine Learning

https://machinelearningmastery.com/cross-entropy-for-machine-learning/