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Data Science Architect- Computer Vision
Job description
We are looking for a Data Science Architect (Computer Vision) to lead the design and evolution of our data science systems across machine and cloud platforms. As a key member of the R&D team, you will shape the architecture that powers deep learning inference on TOMRA Food sorters and drive innovation in our cloud-based MLOps platform that was developed to train the models. This role blends technical leadership, system design, and strategic foresight to deliver scalable, high-performance solutions that create real customer value.
Role and Responsibilities:
System Architecture & MLOps:
- Design vision models for real-world food sorting applications
- Design architecture for real-time deep learning inference on TOMRA sorters, including GPU specifications. The tasks include object detection, segmentation and more.
- Design DL vision models (CNN-based like ResNet, MobileNet, EfficientNet & Transformed-based) by selecting a suitable backbone, neck and head and testing the performance of those combinations. Innovations in these areas are highly welcomed.
- Maintain & improve architecture of in-house cloud-based MLOps platform (data science pipelines).
- Design & advise on new features for the MLOps platform.
- Follow latest improvements in AzureML ecosystem and come up with efficiency improvements.
- Optimise model lifecycle process and come up with performance improvements for our DL models in order to create customer value.
- Produce architectural plans for our data science solutions and ensure that these are well communicated and understood by the rest of the data science team.
Technical Leadership:
- Provide technical leadership and guidance to data scientists.
- Stay up to date of industry trends and emerging technologies to ensure our systems remain cutting-edge.
- Understand customer needs and assist in translating these to technical product requirements.
- Follow latest DL model trends and push improvements to the data science team (this includes making use of new libraries).
Required skills
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Company information
- Company
- Tomra
- Location
-
België, Vlaams-Brabant (Provincie), Leuven, Leuven
Belgium - Posted
- 8 months ago
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