Developed a linear model for a XOR-PUF system. Here the XOR-PUF consists of three PUFs, each with eight multiplexers, and takes an 8-bit challenge as input. The goal is to create a new feature vector from the challenge and use a linear model using gradient descent to predict the PUF's response very accurately.