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Java, .NET, and Python are popular programming languages for machine learning, each with unique strengths and capabilities. Java offers platform independence and a vast ecosystem, .NET has strong support for Windows-based applications and integration with Microsoft tools, and Python is the standard language for machine learning with a large library selection and active community.