We perform the most up-to-date comprehensive signal-background analysis for the Higgs pair production in the $HH \rightarrow b \bar{b} \gamma\gamma$ channel at the HL-LHC collider. We simulate the signal processes with various values of Higgs boson self coupling $\lambda_{3H}/\lambda^{SM}_{3H}$ and all the standard-model background processes. We find that the Higgs boson self-coupling is constrained to $-1.5 < \lambda_{3H} < 8.1$ at $ 95\% $ confidence level after considering the uncertainties associated with the top-Yukawa coupling and the estimation of backgrounds. In this speech, we firstly review the cut-based analysis and introduce our recent improvements using Boosted Decision Trees(BDT).