Martin Abeleda

Staff Machine Learning Engineer at Yelp

Vancouver, British Columbia, Canada
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Summary

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Senior
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Top School
Martin Abeleda is a Staff Machine Learning Engineer with a decade of experience building production-grade ML systems and petabyte-scale backend architectures, currently leading ML efforts at Yelp in Vancouver. He blends hands-on proficiency in Python, Scala and Rust with deep experience in PyTorch/TensorFlow models (CNNs, transformers, XGBoost) and production deployment via FastAPI, gRPC, Kubernetes, CI/CD and MLOps tooling. Martin has a track record across startups and research-inflected teams—from Nearmap’s aerial imagery work to Borealis AI—bringing both early-stage product instincts and large-scale data processing know-how with Spark, Flink, Kafka and Iceberg. Comfortable owning the full stack of model development, data infrastructure and observability, he pairs rigorous engineering with a research background in mechatronics, which surfaces in his practical approach to complex systems and data-driven feature engineering.
code10 years of coding experience
job7 years of employment as a software developer
bookThe University of Sydney
languagesEnglish
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Stackoverflow

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Github Skills (60)

static-analysis10
json-schema10
async10
forge10
validation10
keras10
proto10
rpc10
parsing10
client-server10
async-await10
linter10
hyperparameter-tuning10
rust10
schema10

Programming languages (3)

RustJupyter NotebookPython

Github contributions (5)

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A conda-smithy repository for geojson-pydantic.
Contributions:5 reviews, 9 PRs, 9 pushes in 2 years 7 months
pythoncondasmithypydanticgeojson
Contributions:27 commits, 3 PRs, 29 pushes in 13 days
pythoncomputer-visiondetectorpython3playing
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Martin Abeleda - Staff Machine Learning Engineer at Yelp