Abstract: Methods and apparatus for in-field thermal calibration are disclosed. A disclosed example apparatus includes instructions, memory in the apparatus, and processor circuitry. The processor circuitry is to execute the instructions to determine that a system on chip (SOC) package is deployed, the SOC package deployed with a default first thermal model, in response to the determination that the SOC package is deployed, monitor at least one temperature of the SOC package from a sensor and power usage of the SOC package, calibrate a second thermal model based on the at least one temperature and the power usage, and publish the calibrated second thermal model for control of the SOC package.