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ml-engineer

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System-Design

Structured AI/ML career roadmap with 4 role-based paths. Interactive web app with phases, topics, clickable learning links, and progress tracking. Covers math, ML, deep learning, LLMs, RAG, MLOps, and Big Data.

  • Updated Apr 18, 2026

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

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

  • Updated Oct 25, 2025

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