Deep Learning

Antimicrobial Peptide Generator

• March 1, 2023
• Research

Overview This project leverages deep learning to address the critical issue of antibiotic resistance. By integrating Reinforcement Learning (RL) into a Generative Adversarial Network (GAN) framework, we developed a model capable of de novo design of Antimicrobial Peptides (AMPs). The core innovation lies in embedding a Monte Carlo search within the generator to optimize sequence generation through policy gradients.