All-in-one machine with chip data protection function

The invention discloses an all-in-one machine with a chip data protection function, and the all-in-one machine comprises the steps: collecting interaction type cloud data, carrying out the preprocessing of the data, adding a mark, and obtaining a sample label; taking a timestamp effective value and a data exception basic interval in the sample label as an input quantity and a constraint parameter of a data processing objective function respectively; according to a distributed minimum mean square error sequential estimation quantization factor, outputting a quantization value of the data processing target function; and inputting the quantized value into a chip controller for adjustment, and updating the current value of the to-be-corrected parameter into an output result adjusted by the chip controller. Parameter regulation and control are carried out on the chip controller through the designed quantized value, safe operation of data is guaranteed, when parameters are unreasonable or data are abnormal, the chi