Resume example
Machine Learning Engineer resume example
A clean, ATS-parseable machine learning engineer resume — outcome-led bullets with real numbers. Copy the structure, then build yours in Resume Studio.
📄 Build my machine learning engineer resume free →Arjun Patel
Machine Learning Engineer · Recommendation Systems
Summary
Built a real-time ML ranking system handling 500K req/s at 80ms p99, increasing revenue per user 14%. Architected a feature store serving 50+ models.
Experience
ML Engineer · ScaleAI2021 — Present
- Designed a reranking pipeline that improved CTR 9.2% while keeping p99 under 90ms
- Cut training time from 48h to 12h via distributed training + mixed precision
- Led MLOps (monitoring, feature validation, auto-rollback); incident resolution 2h → 8min
ML Engineer · StartupML2019 — 2021
- Shipped on-device inference cutting API latency 60%
- Built a Spark feature pipeline processing 2TB daily for 200+ data scientists
Skills
Python (TensorFlow, PyTorch), Distributed training (DDP, Ray), Model serving, Feature stores, SQL, Spark, Docker, Kubernetes, Airflow
Education
M.S. Computer Science (ML)
Why this works
- ✓Focus on production systems with metrics (latency, QPS, cost, business impact).
- ✓Show scalability thinking — infra, data volumes, load handling.
- ✓Quantify engineering wins (training time, latency, cost).
- ✓List real frameworks and serving tools, not generic 'ML tools'.