Machine learning as field of artificial intelligence (AI)
Machine learning is a field of artificial intelligence (AI) that focuses on the development of algorithms and models that enable computer systems to learn and make predictions or decisions without being explicitly programmed. It is based on the idea that machines can learn from and analyze data to identify patterns, make informed predictions, or take actions. Machine learning algorithms are designed to automatically learn and improve from experience, adjusting their performance as they are exposed to more data. They are typically trained on a large dataset that contains examples or observations, which the algorithm uses to identify patterns, relationships, and trends. The process of training involves feeding the algorithm with input data and providing it with corresponding desired outputs or labels, allowing it to learn the mapping between inputs and outputs. The key characteristic of machine learning is its ability to generalize from the training data to ...