NanoNeuron is an educational project that teaches machine learning fundamentals through 7 simple JavaScript functions. It implements a single neuron with prediction, cost calculation, forward and backward propagation, and training capabilities. The project requires no external libraries, demonstrating the core math behind machine learning by having a neuron learn the Celsius-to-Fahrenheit conversion formula from scratch.