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What are best practices for AI Benchmarks & Datasets

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When working with AI Benchmarks & Datasets, 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 Researchers compare their new image recognition model against others using a well known public benchmark dataset.

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

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All 7 AI Benchmarks & Datasets questions