3588 IT & Softwareentwickler Stellenangebote in Deutschland
Senior ML Ops Engineer (f/m/x)
65.000 - 108.000 €
BMW Group
Petuelring 130, München
65.000 - 108.000 €
Anforderungen
Muss:
- University degree in Computer Science, Computer/Electrical Engineering or related subjects.
- 5-8+ years in ML platform or infrastructure engineering, with at least two years in a tech lead or architect role.
- Deep expertise in either AWS, Azure or Google cloud, ideally with multi-region or multi-account setups.
- Proven track record designing systems for PB-scale data and hundreds of concurrent training jobs as well as understanding of large vision models and challenges of compressing them for automotive-grade SoCs.
- Strong knowledge of Kubernetes platform design, GitOps, and infrastructure-as-code.
- Excellent communication skills to align ML researchers, embedded engineers, data teams, and executives.
- Familiarity with edge model compilation toolchains for Qualcomm (QNN, AIMET) and/or NVIDIA (TensorRT, Triton) and experience with automotive data at scale, such as MDF4, MCAP, ROS bags, and multi-sensor synchronisation.
Verantwortlichkeiten
- Design the reference architecture for the ML platform end-to-end: data ingestion, PB-scale data lake, heterogeneous training clusters, model registry, and deployment-ready artefacts.
- Design the data-format backbone, setting standards for data flows, ingestion, cataloguing, transcoding, and partitioning at PB scale, integrated with dataset management tooling.
- Define the platform component topology and integration contracts for pipeline orchestration, experiment tracking, hyperparameter optimisation, dataset management, observability, and metadata.
- Establish model lifecycle governance, including experiment tracking, approval gates, validation criteria, and clear handoff contracts to deployment teams.
- Drive cost governance at PB scale, including accelerator spot strategies, S3 tiering, cross-AZ traffic reduction, and Kubernetes cluster right-sizing.
- Partner with Security, Legal, and Functional-Safety teams on ISO 26262, ISO 8800, and data-protection compliance.
Beschreibung
At the BMW Group, located in Munich, we are a globally leading premium manufacturer of automobiles and motorcycles, and we provide premium financial and mobility services. We offer challenging projects to shape the future of mobility alongside a wide range of personal and professional development opportunities. Our compensation is attractive, fair, and performance-related, with benefits including high job security, annual special payments, flexible working hours, and discounted BMW & MINI conditions. We are excited to create innovative mobility solutions together.
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