Embodiments of storage device architecture for processing data using machine learning are disclosed. In some embodiments, the storage device includes a separate I/O core and a neural network core. The storage device can create a copy of data streams in which the data is stored, and the neural network core can process the copy of the data streams in a neural network while the I/O core can perform read or write functions on the data streams.