Understanding Black Box AI: The Enigma of Machine Learning Models
In the modern world, artificial intelligence (AI) is reshaping industries, reforming and changing how decisions are made. From diagnosing diseases to approving loans, AI systems play important roles. However, a term that often shows up in AI discussions is “black box AI.” But what exactly does it mean, and why does it matter? What is Black Box AI? Black box ai is an advanced ai system whose decision making process is not easily translated or transparent. This system, especially the ones based on machine learning (ML) and deep learning , use complex algorithms to analyze data and provide outputs, but the logic behind their results remains hidden. Imagine asking an AI to predict whether a patient has a disease based on medical imaging. It may return an accurate diagnosis but never explain how or why it did so. The output may be correct, but the inability to understand raises important questions: Can we trust the result? Is it fair? Is it free from bias? Characteristics of Black Box AI ...