Abstract— Machine learning is, At the forefront of technological advancement, where it evolves with minimal human intervention, new machine learning models play a vital role in safeguarding data against manipulation by hackers.. In this paper, a brief introduction and importance of ML and ML security is given to grasp, and the role it plays in safeguarding data against manipulation is crucial hackers in botnet network. We introduce a Machine learning-based approach for cyber threat hunting at the endpoint level.