In this paper，we discuss the significance of academic ability training for talent students in physics， using Boling Class of Physics，Nankai University，as an example. We introduce our opinions to the academic training system: pay more attention to academic foundation，emphasize academic spirit，increase academic interest，improve team spirit and cooperation ability，master osmotic learning method，and cultivate basic scientific research ability. We also introduce our practices: the relevant courses，as the backbone，coupling with the related academic activities，formed the academic ability training system for the outstanding physics students. To evaluate the results of this training system，we also carry out research for some related issues.