train

Definition

To update a model's parameters against an objective — the concrete engineering act, as opposed to learning, which names the phenomenon. A training run is defined by its data, loss, optimizer, and compute budget. Keep it distinct from inference, where weights are frozen, and note the increasingly common framing that contrasts what is trained into a model with what is obtained at inference time.