I was first introduced to a hidden gem in Cross Village while I was living in Northern Michigan. The Legs Inn is a restaurant that dates back to the 1920s, serving Polish food. The restaurant is ...

Understanding the Context

A stretch of the legendary M-119 shoreline route between Good Hart and Cross Village is "completely gone" following historic flooding. Explore how the cross transformed from a shameful Roman execution device into Christianity’s central symbol. Discover early Christian attitudes, artistic developments, and Constantine’s pivotal role in redefining its meaning. Gospel accounts of Jesus’s execution do not specify how exactly Jesus was secured to the cross.

Key Insights

Yet in Christian tradition, Jesus had his palms and feet pierced with nails. Even though Roman execution methods did include crucifixion with nails, some scholars believe this method only developed after Jesus’s lifetime. In "cross"-entropy, as the name suggests, we focus on the number of bits required to explain the difference in two different probability distributions. The best case scenario is that both distributions are identical, in which case the least amount of bits are required i.e. simple entropy.

Final Thoughts

I understand cross_validate and how it works, but now I am confused about what cross_val_score actually does. Can anyone give me some example? In Mathematics Kullback-Leiber divergence (KL), Cross-Entropy (CE), Entropy (H) always mean only one thing, but the term Entropy unfortunately can vary from the scientific community. In any case, the good book on the subject "Information Theory is the book "Elements of Information Theory" by Thomas M. Cover, Joy A. Thomas." from 1991.

Intuitively cross entropy says the following, if I have a bunch of events and a bunch of probabilities, how likely is that those events happen taking into account those probabilities? If it is likely, then cross-entropy will be small, otherwise, it will be big.