Issues

#2 probability classification #logits

From Dead Insects to Deep Learning: How Logits Conquered Statistics and AI

A historical walk through the ideas connecting 1930s entomology to the output layer of your neural network — probits, logits, and the sigmoid function.

13 min Apr 7, 2026
Issues
#1 embeddings representations #word2vec

Word2Vec and The Geometry of Meaning

How Mikolov's 2013 breakthrough replaced brittle one-hot vectors with dense geometric embeddings — and why cosine similarity suddenly meant something.

26 min Apr 1, 2026