Every species on earth contributes in the balance of ecosystem.Birds are also an essential part of our ecosystem. They help to pollinate plants, control insect populations, and disperse seeds. But birds are in trouble. As over 1 in 5 bird species is now threatened with extinction. Monitoring changes in bird species numbers can reveal the effectiveness of restoration projects. Traditional observer-based surveys for this purpose are costly and logistically challenging. In contrast, passive acoustic monitoring (PAM) combined with machine learning tools enables cost-effective, large-scale, and high-temporal-resolution assessments of the impact of restoration efforts on biodiversity.