Explain why a gamma random variable with parameters (α, λ) has an approximately
normal distribution when α is large? Please tell me the process of the proof

The gamma(beta,alpha) distribution yields the time you have to wait for alpha independent poisson events, with average weight-time of beta between events. As alpha goes to infinity, we may apply the central limit theorem to get the normal distribution.