Data Scientist – Reinforcement Learning (Lisbon)
Workster Jobs · Lisbon
Descrição do cargo
About the role
We are looking for a senior Data Scientist specialized in Reinforcement Learning to join a global mobility‑tech leader’s tech hub in Lisbon. You will design and deploy advanced statistical and decision‑making models that power millions of dynamic pricing decisions each day.
Key responsibilities
- Prototype regression‑based pricing models (linear, GLM, Gaussian Process, mixed‑effects) within a Bayesian framework.
- Apply scalable inference techniques such as SVI and MCMC on large, streaming datasets.
- Extend multi‑armed bandit algorithms with contextual features and richer priors.
- Build end‑to‑end pipelines for feature engineering, label generation, and automated data quality checks using Airflow or Dagster.
- Package and deploy models as modular services with FastAPI, Docker, or Kubeflow.
- Set up monitoring dashboards and Bayesian control charts to detect data drift and anomalies in real time.
- Design and analyse A/B or multivariate experiments, applying causal inference when needed.
- Collaborate with product managers and analysts to translate complex questions into measurable business impact.
- Mentor peers, share internal technical insights, and lead workshops on Bayesian workflows.
Required profile
- 5+ years of experience applying regression, hierarchical or state‑space models in production.
- Strong expertise in Bayesian modeling and probabilistic programming.
- Hands‑on experience with variational inference and advanced MCMC at scale.
- Solid software‑engineering mindset with Python, type hints, testing and CI/CD best practices.
- Proficiency with cloud platforms (AWS, GCP, Azure) and container orchestration (Docker, Kubernetes).
- Excellent communication skills for presenting uncertainty, lift and risk to technical and executive audiences.
Required skills
- Python
- PyMC, Stan, NumPyro, TensorFlow Probability
- Airflow, Dagster
- FastAPI, Docker, Kubeflow
- AWS, GCP, Azure
- Kubernetes
- CI/CD, type hints, testing
What we offer
- 28 vacation days per year plus birthday off and a volunteer day.
- Hybrid work setup with flexible hours and no dress code.
- Private health insurance.
- Coverflex benefits platform and discounts on transport and travel.
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Publicado há 4 semanas
Expira em 4 semanas
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Workster Jobs
Lisbon