Brain
≈86 Billion Biological Neurons
1943
Artificial Neuron
Numbers In → Number Out
1958
Perceptron
Learns Weights from Examples
1986
Backpropagation
Error Guides Weight Updates
2012
Deep Learning
More Layers + Data + GPUs
2017
Transformer
Attention Connects Context
2020s
Today
Modern LLMs
Transformers + Pretraining + Scale
Inspired by Biology. Built from Math, Data, and Computing.