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10 Machine Learning Algorithms Every Developer Should Master (2025 Guide)

Machine learning powers today’s most impactful AI systems. But which algorithms actually matter in practice? This guide walks through 10 essential ML algorithms every developer should understand, along with use-cases, pitfalls, and evaluation tips.