Parameters Are Not Neurons

A commonly shared image online (not attached here) compares the number of parameters in a large language model to the number of neurons in the human brain i.e 86 billion. While the intent is to illustrate scale, the analogy is fundamentally flawed A parameter is just a weight, a number stored in a neural network that remains static during inference. A neuron, on the other hand, is a processor in itself ...

September 6, 2025 · 2 min · Farzand Khan