Explainable AI: What, Why and How
Explainable AI: What, Why and How Artificial intelligence (AI) is a branch of computer science that aims to create machines and systems that can perform tasks that normally require human intelligence, such as perception, reasoning, learning, decision-making, and natural language processing. AI has been advancing rapidly in recent years, thanks to the availability of large amounts of data, powerful computing resources, and novel algorithms. AI applications have been transforming various domains, such as healthcare, education, finance, entertainment, and security. However, as AI becomes more pervasive and influential in our society, there is also a growing demand for understanding how AI works and what are the implications of its decisions. Many AI systems are based on complex and opaque models, such as deep neural networks, that are hard to interpret and explain by humans. These models are often referred to as "black boxes" because their internal logic and reasoning are hidde...