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ml-engineer

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📊 ML Engineer Transformation: 1,872 learning hours over 24 months Oct 2025 → Sep 2027 | Target: €80-100K Ireland ML role Roadmap: Math → ML Theory → Deep Learning → Production MLOps Building in public | Daily progress tracking

  • Updated Oct 25, 2025

10 hands-on AWS Certified Machine Learning Engineer Associate labs covering ML data ingestion, feature engineering, data quality, bias, SageMaker training, tuning, model evaluation, deployment, orchestration, monitoring, security, and MLA-C01 readiness.

  • Updated Jul 7, 2026

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