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