An image forming apparatus includes a communication interface through which the image forming apparatus communicates with a server and circuitry. The circuitry is configured to: collect learning data; and determine whether to generate a learning model by the server based on the collected learning data or to generate a learning model by the circuitry based on the collected learning data.