AI Forensics: Investigation and Analysis of Artificial Intelligence Systems

AI Forensics provides the first comprehensive framework for investigating artificial intelligence systems when they fail, cause harm, or become subjects of legal or regulatory scrutiny.As artificial intelligence (AI) systems power critical decisions in healthcare, finance, autonomous vehicles, and public safety, traditional digital forensics techniques prove inadequate for understanding their complex, opaque, and dynamic behaviors. You’ll master systematic approaches for evidence collection across distributed cloud environments, training data analysis for bias detection and intellectual property violations, model parameter examination to identify tampering or discrimination, and output analysis to validate system performance and detect adversarial attacks.The book provides detailed investigation templates, Python code examples, and statistical validation techniques that can be immediately applied to active cases.Each chapter builds upon previous techniques, creating an integrated inves