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ML Data Engineer (f / m / d)

ML Data Engineer (f / m / d)

Aptiv Services DeutschlandWuppertal, DE
Vor 3 Tagen
Stellenbeschreibung

Job ID : J000671819

Your Tasks

  • Help collect, curate, ingest and manage high quality datasets that can be used to train and validate machine learning models
  • Engage with different stakeholders to collect dataset requirements (scenarios, poses, ground truth, dataset distribution, etc) and create recording catalogs that can be shared with data collection teams
  • Coordinate data collection campaigns with internal and external data collection teams
  • Build dashboards to monitor datasets and annotations and their distribution according to various diversity metrics
  • Use available state-of the-art machine learning methods to generate automatic ground truth and automatic metadata tags
  • Expand our web-based data management tools to enable convenient inspection of video data and annotations to identify corner cases and incorrect predictions
  • Write high quality, well tested and efficient software in Python
  • Work in an Agile SW development team (SCRUM)

Your Background :

Required Qualifications :

  • Master's degree in computer science, electrical engineering or related field
  • Strong software development skills in both C++ and Python. You have a passion for clean, well-tested, and documented code.
  • Practical experience with CI / CD pipelines, MLflow, Dashboard (Grafana / Kibana)
  • Experience in managing large scale datasets
  • Fluent in English. Excellent written and verbal communication skills & good interpersonal skills

    • Preferred Qualifications :

  • Theoretical understanding of artificial intelligence, neural network architectures, model building and evaluation
  • Experience with ML workflow tools and related processes (e.g. MLflow, Kubeflow)
  • Practical experience with Linux, version control systems (e.g. Git, DVC), build systems (Make, CMake, Autotools) and code review tools (Gerrit, Gitlab, Bitbucket)

    • Aptiv Benefits :

  • Our working style : flexible work environment
  • Learning, professional growth and development in a world-recognized international environment.
  • Access to internal & external training, coaching & certifications.
  • Recognition for innovation and excellence.
  • Opportunities to give back to the community

    • Why join us?

  • You can grow at Aptiv. Aptiv provides an inclusive work environment where all individuals can grow and develop, regardless of gender, ethnicity or beliefs
  • You can have an impact. Safety is a core Aptiv value; we want a safer world for us and our children, one with : Zero fatalities, Zero injuries, Zero accidents