Fortifying AI: Adversarial Training Techniques
Fighting Back: How Technology Adversarial Training Protects Our AI Systems Artificial intelligence (AI) has revolutionized countless aspects of our lives, from personalized recommendations to life-saving medical diagnoses. However, this powerful technology is not without its vulnerabilities. One of the most significant threats comes from adversarial attacks, where malicious actors deliberately manipulate input data to cause AI systems to make incorrect or harmful decisions. Think of it like this: imagine training a child to identify cats. You show them countless pictures of fluffy felines, teaching them the characteristics that define a cat. Now, an attacker could slightly modify a picture of a dog – adding subtle changes barely noticeable to the human eye – to fool the child into thinking it's...