Machine Learning is a subset of Artificial Intelligence (AI) that has algorithms that allow systems to learn and improve from past experience without being explicitly programmed to do so. It mainly focuses on developing automated systems. For achieving automation, it uses algorithms and techniques of Machine Learning.
The machines learn using observations from instructions to look for patterns in data which will help in making better decisions in the future. The primary goal is for the machines to learn from algorithms without any human interference and help make decisions based on that.
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Here is one of the best Machine Learning Tutorial video that you should watch: