This report examines how machine learning can enhance cybersecurity by detecting malicious network traffic. Co-authored by Sheryl Hermoso, Kristofer Anandita, and myself, the paper analyzes various algorithms and highlights the effectiveness of Random Forest in identifying botnets, offering insights for improving detection strategies.