How is machine learning related to AI?

Machine learning is a subset of artificial intelligence that involves the use of algorithms and statistical models to enable machines to learn from data, make decisions, and improve their performance over time ¹ ² ³ ⁴ ⁵ ⁶ ⁷. Some key aspects of the relationship between machine learning and AI include ¹ ² ³ ⁴ ⁵ ⁶ ⁷: - AI is a broad field that encompasses a range of techniques, including machine learning, deep learning, and rule-based systems, aimed at creating machines that can perform tasks that typically require human intelligence. - Machine learning is a specific approach to AI that focuses on developing algorithms and statistical models that enable machines to learn from data and improve their performance over time. - Deep learning is a subset of machine learning that uses neural networks to analyze data and make decisions. - Machine learning is commonly used in applications such as image and speech recognition, natural language processing, and predictive analytics. - AI and machine learning are often used interchangeably, but AI is a broader field that includes other approaches, such as rule-based systems and symbolic reasoning, in addition to machine learning. read less