Research the Black-Scholes model

[Boden-C]

https://en.wikipedia.org/wiki/Black%E2%80%93Scholes_model

[squaredcubed64]

We likely won't need a deep understanding of the mechanics behind stock trades or options to predict stock prices with a neural network.