Franco Cerino
@francocerino
I build fast ML systems and traceable Web3 solutions for complex scientific problems.
ArgentinaWhat I'm looking for
At CONICET and the National University of Córdoba, I build multi-objective predictive models for complex physics systems, reducing inference time to approximately 8ms while maintaining high fidelity.
I create end-to-end AutoML pipelines with DataRobot, evaluating more than 80 algorithms, and use Optuna for Bayesian hyperparameter optimization. My PhD research focuses on optimized predictive models for gravitational waves, from information compression to reproducibility.
I'm the lead architect of scikit-reducedmodel, an open-source scikit-learn-compatible library with GitHub Actions, tox, and 93% unit-test coverage. I also designed AQMP, an image-compression codec that achieved four times higher compression rates than JPEG in specific domain scenarios.
At Innova CONICET–AWS, I developed BlockchainTracer for immutable ML model traceability and designed hybrid on-chain/off-chain IPFS storage aligned with Model Cards. I also architected Solidity contracts for green-hydrogen traceability and tokenization, earning second place at the Algorand Mega-Ace Hackathon.
Experience
Work history, roles, and key accomplishments
Data Scientist / Machine Learning Engineer
CONICET / National University of Córdoba
Jan 2021 - Present (5 years 8 months)
Engineered multi-objective predictive models using adaptive algorithms, reducing inference time for complex physics models to ~8ms while maintaining high fidelity. Implemented end-to-end AutoML pipelines using DataRobot and Bayesian hyperparameter optimization with Optuna.
Education
Degrees, certifications, and relevant coursework
National University of Cordoba
Doctor of Philosophy, Physics
PhD in Physics with thesis on optimized predictive models for gravitational waves, focusing on information compression and reproducibility.
National University of Cordoba
Bachelor of Science, Physics
Bachelor of Science in Physics from the National University of Cordoba.
National University of Cordoba
Postgraduate Diploma, Data Science
Postgraduate Diploma in Data Science from the National University of Cordoba.
Tech stack
Software and tools used professionally
Availability
Location
ArgentinaAuthorized to work in
Salary expectations
Job categories
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