Technical explanation of supervised learning and neural network training

Technical explanation of supervised learning and neural network training The passage is purely educational, describing machine‑learning concepts with no mention of individuals, institutions, financial transactions, or misconduct. It offers no investigative leads. Key insights: Describes supervised learning and adversarial training.; Explains network architecture, cost functions, and gradient descent.; Mentions regularization techniques and optimization metaphors.