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Machine Learning Consultant at Avaron AB

Avaron AB

Stockholms län, Stockholm

Previous experience is desired

1 days left
to apply for the job

About the Company

Avaron AB is a growing consultancy focused on technology, finance, and business support. We match your expertise with the market's most interesting assignments, offering a platform where your professional development is central.

About the Assignment

You will join a team building customer-facing machine learning solutions, with a focus on recommendation and personalization. The environment is strongly oriented around Google Cloud Platform and production-grade data/ML pipelines, with an emphasis on code quality, automation, and scalable system design.

Job Description
  • Design, build, and maintain ML pipelines using Vertex AI pipelines / Kubeflow
  • Develop and optimize data workflows using BigQuery and SQL
  • Orchestrate pipelines with Cloud Composer / Airflow
  • Work with IAM and service accounts to enable secure access patterns
  • Use and maintain metadata through Data Catalog
  • Apply Infrastructure as Code principles in the platform setup and evolution
  • Develop Python code following best practices (OOP, linting, typing, formatting, and static analysis)
  • Write and maintain unit and end-to-end tests using established Python testing frameworks
  • Collaborate via Git workflows (PRs, code reviews, and merge conflict resolution)
  • Build and maintain CI/CD pipelines (e.g., GitHub Actions)
  • Work with Docker-based development and runtime environments
  • Contribute to data modeling and system design for robust, scalable solutions
Requirements
  • Strong experience in Python development, including OOP and coding best practices
  • Experience with flake8, mypy, black, SonarQube, and pre-commit
  • Strong testing experience (unit and end-to-end), using tools such as Pytest/fixtures/unittest
  • Solid experience with SQL and BigQuery
  • Hands-on experience with Vertex AI pipelines / Kubeflow pipelines
  • Experience with Cloud Composer / Airflow
  • Understanding of IAM and service accounts
  • Experience working with Data Catalog
  • Understanding of Infrastructure as Code concepts
  • Deep understanding of Docker and Unix environments, including shell usage
  • Strong Git skills (PR workflow and merge conflict handling)
  • Ability to create CI/CD pipelines (e.g., GitHub Actions) using best practices
  • Strong understanding of data modeling and system design
Nice to have
  • Experience with Dataflow
  • Experience with Kubernetes
  • Experience building high-availability APIs
  • Experience with ML-based recommendations and personalization systems
  • Strong DBT experience, preferably in a GCP context
Application

Selections are made on an ongoing basis, so we recommend that you apply as soon as possible.

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