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Senior machine learning engineer - esports (m/f/x)

Madrid
GRID eSports GmbH
Publicada el 15 abril
Descripción

* Are you excited about building ML systems that make predictions in real-time?

* Are you driven by building things end-to-end, from research to live systems?

If the answers to the above questions are yes, then this role will be ideal for you!


About the role

We are building real-time prediction systems for competitive esports (CS2, Dota2, League of Legends). Our models power live betting markets, producing continuously updated win probabilities, handicap lines, over/under totals, and specialty markets during matches.

We are looking for a Senior ML Engineer to own the full lifecycle of our prediction models: from research notebooks to production-grade ML pipelines, deployed at scale in a real-time microservices architecture.




What you will do

* Convert existing model training code into reproducible, automated pipelines (experiment tracking, model versioning, automated retraining), following ML best practices

* Work on algorithms and probabilistic market-derivation logic that powers our live predictions

* Define evaluation metrics, build backtesting frameworks, and monitor model performance in production

* Serve models via a Python microservices stack

* Work with the product team to define new betting markets and the statistical models that support them


Your skills will include

* 5+ years of professional experience in ML engineering or applied data science

* Experience developing production-grade ML pipelines and are familiar with workflow orchestration, experiment tracking and CI/CD for ML

* Knowledge of object-oriented programming, using vector operations for optimized performance, and a deep understanding of memory management

* A strong grasp of probability and statistics


Nice to have

* Experience with real-time / streaming ML, models that update or serve live predictions

* Familiarity with betting / trading / quantitative finance, understanding of odds, overround, market-making, or any domain where calibrated probabilities matter

* Experience building MLOps infrastructure

* Knowledge of esports or sports analytics

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