Machine learning involves using algorithms to find patterns in data to make predictions or decisions without being explicitly programmed. The document discusses that machine learning uses artificial intelligence, statistical analysis, and programming to implement algorithms using open source software projects. It then provides examples of machine learning applications like cancer prediction, tuning trading algorithms, content tailoring, and dynamically generating content for platforms.