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 chip controller can carry out parameter regulation and control in a self-adaptive mode, the situations of data abnormity, data leakage and data tampering by people are reduced or avoided, and the reliability of 
data processing is improved. And the 
data privacy protection reliability of the love and lingering 
interaction device in different places is improved.