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Technology resume example

Machine Learning Engineer resume example

A machine learning engineer resume about models in production: serving, monitoring and the gains they brought, not just training accuracy.

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The example resume

Lukas Becker

Machine Learning Engineer

Machine learning engineer with six years putting ranking and language models into production. I care about evaluation, cost and what happens after launch.

Experience

Senior Machine Learning Engineer, Streamio 2021–now

Music streaming, 20 million listeners.

  • Shipped a two-tower recommendation model serving 8,000 requests a second under 30 ms; listening time rose 4%.
  • Built the offline evaluation suite that every model change now passes before launch.
  • Cut GPU inference costs by 35% by distilling and quantising models.

Machine Learning Engineer, Textwerk 2018–2021

  • Fine-tuned language models for document classification; accuracy rose from 81% to 93%.
  • Set up drift monitoring that caught two data-quality incidents before customers did.

Education

MSc, Informatics, Technical University of Munich 2018

Skills

  • Machine learning: Recommendation, NLP, Evaluation, Distillation
  • Engineering: Python, PyTorch, Ray, Kubernetes, Feature stores
  • Data: Spark, BigQuery