The Immune Chronicles

In a distant future, humanity has developed a way to sequence T cell receptors and use them as biomarkers for various immune-mediated diseases. You are a leader of a team tasked with identifying immune traces in individuals and developing a statistical classifier to aid medical researchers. Collect snippets of T cell receptors, calculate their frequency and evaluate using a linear kernel to detect the highest scores among them. Use your strategic prowess to optimize weight and bias values to find the best fit to the training data to identify global optima and find the ultimate statistical classifier for immune repertoires!