endgameinc/gym-malware

This is a malware manipulation environment for OpenAI's gym. OpenAI Gym is a toolkit for developing and comparing reinforcement learning algorithms. This makes it possible to write agents that learn to manipulate PE files (e.g., malware) to achieve some objective (e.g., bypass AV) based on a reward provided by taking specific manipulation actions. Create an AI that learns through reinforcement learning which functionality-preserving transformations to make on a malware sample to break through / bypass machine learning static-analysis malware detection. There are two basic concepts in reinforcement learning: the environment (in our case, the malware sample) and the agent (namely, the algorithm used to change the environment). The agent sends actions to the environment, and the environment replies with observations and rewards (that is, a score).