Senior Machine Learning Engineer

1 dzień temu

Wrocław, Polska Star Pełny etat
The Opportunity

We're seeking a seasoned Senior Machine Learning Engineer to join our Planning & Optimization product org at Star, a global consultancy that connects strategy, design, and engineering services to help companies accelerate product innovation.

As a machine learning engineer, you will focus on designing, implementing, and productionizing state-of-the-art optimization and planning algorithms, such as our budget allocation framework for digital marketing campaigns.

You will be joining our Model Infrastructure team, working on automating our Marketing Mix Modelling and attribution models used throughout the planning & optimization processes at our Agencies.

Key Responsibilities
  • Implement, test, and roll out state-of-the-art automated marketing mix models using Python as your go-to language and your platform-as-a-service environment is AWS.
  • Lead the development of a new probabilistic machine learning library designed for automating MMMs.
  • Work with our data scientists and engineers to integrate the result into our existing product stack.
  • Be or become a go-to person when it comes to applying state-of-the-art machine learning to the field of optimization and planning.
  • Think about budget allocation, campaign optimization, and optimizing ad copy for revenue.
  • Help define and defend the roadmap for model automation.
Requirements
  • 5+ years of experience designing and productionizing machine learning models and AI applications.
  • Fluent in Python and a strong interest in general software engineering principles.
  • Working knowledge of common Python frameworks (Numpy, Pandas, etc.) - experience with autograd frameworks like PyTorch or JAX is a plus.
  • Solid foundation in probabilistic machine learning. Previous experience with causal inference, graphical models (e.g. Bayesian networks), econometric models or MMMs is a big plus.
  • Understanding of data engineering concepts, data pipelines, and ETL/ELT processes - experience with frameworks such as Dagster, Airflow, or Spark is a plus.
  • Experience with Agile development methodologies, such as Scrum or Kanban.
  • Strong problem-solving and analytical thinking skills, with a focus on delivering practical and innovative solutions.
  • Adaptability and willingness to embrace new technologies and challenges in a fast-paced and evolving environment.
What We Offer

We offer a rewarding compensation and benefits package, an intellectually and creatively vibrant environment, professional flexibility, and unique international travel opportunities.

Star is an Equal Opportunity Employer. We believe that equity, diversity, and inclusion are key to our ability to provide our clients and crew members with unique business and career outcomes. Your race, color, ancestry, religion, gender, identity, sexual orientation, age, marital status, or disability have no effect on our hiring decisions. If you have a special need that requires accommodation, please let us know.

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