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Machine Learning Engineer (MLE) in 2025 is the person who takes an ML model and turns it into a real product: APIs, pipelines, deployment, monitoring, and performance tuning so it works for millions of users. It’s not just “train a model” - it’s build it, ship it, maintain it, and keep it reliable, fast, and cost-efficient in production. 🔧🤖 If you like engineering AI, MLE is one of the highest-impact roles right now because you’re literally the bridge between research and real users. From CI/C

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