While all machine learning is AI

Yes, all machine learning (ML) is considered a subset of artificial intelligence (AI). To clarify:

– **Artificial Intelligence (AI)**: This is a broad field that encompasses any technique that enables machines to mimic human behavior and intelligence. AI can include rule-based systems, natural language processing, robotics, and more.

– **Machine Learning (ML)**: This is a specific approach within AI that focuses on the idea that systems can learn from data, identify patterns, and make decisions with minimal human intervention. In other words, ML algorithms improve their performance on a task as they are exposed to more data over time.

In summary, while all machine learning is AI, not all AI is machine learning. AI can include various techniques and methods beyond just ML.