ACHE and Alzheimer disease: Based on the above research, we propose a conditional molecular design model based on VAE, named PED, to efficiently generate a molecule library with intended properties and screen molecules that can inhibit AChE activity without negative consequences from the library as lead compounds, aiming to accelerate the treatment of AD.