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What are best practices for Research Methodology in AI

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When working with Research Methodology in AI, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.
Real-world example A research team follows a clear methodology by testing their new algorithm on multiple datasets before publishing their results.

Common follow-ups: What is AI Research & Academic Foundations, How is Research Methodology in AI evaluated in practice, What tools are commonly used for Research Methodology in AI

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All 7 Research Methodology in AI questions