Machine Learning Engineering Recruiting
Wizhire recruits Senior, Staff, and Principal ML Engineers from Latin America. ML Engineering is a distinct discipline from Data Science and AI Engineering. Wizhire evaluates ML Engineers on their ability to take models from research to production — not on their ability to train impressive demos.
The Distinction That Matters: Research ML vs. ML Engineering
A candidate with strong modeling skills but no production experience — no serving, no monitoring, no feature stores, no CI/CD for models — caps at IC3 regardless of their publication record. ML Engineering at IC4 and above is about building systems that deliver sustained business value from ML in production. Training the best model on a static dataset is not the job.
Senior ML Engineers (IC4) own the full model lifecycle: problem formulation through deployment, monitoring, and iteration. Staff ML Engineers (IC5) have built shared ML infrastructure that other engineers and data scientists use — feature engineering libraries, training frameworks, evaluation pipelines.
How Wizhire Evaluates ML Engineers
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Problem Formulation: ability to translate a business problem into a well-defined ML problem — what to predict, for whom, evaluated how, served how
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Feature Engineering: point-in-time correctness, train-serving skew prevention by design
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Model Development: systematic approach to experiment design, evaluation rigor, production-awareness from the start
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ML System Design: complete pipeline design from data ingestion through feature store through serving infrastructure through monitoring
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Code Quality: production-quality Python, not notebook code running in prod
Salary Ranges (LatAm, USD/Month)
Level | Title | USD/Month
IC3 | Semi Senior ML Engineer (ML) | $4,000 – $6,000
IC4 | Senior ML Engineer (ML) | $7,000 – $10,000
IC5 | Staff ML Engineer (ML) | $10,000 – $15,000
IC6 | Principal ML Engineer (ML) | $15,000 – $20,000
M1 | Engineering Manager (ML) | $7,000 – $10,000
M2 | Sr. Engineering Manager (ML) | $10,000 – $15,000
FAANG-type LatAm premium: +20–50%.
Start an ML Engineering Search
david@wizhirellc.com / +57 315 000 5301