Senior Machine Learning Engineer – Perception Team
Bosch Group · bangalore
Job description
About the role
As a Senior Machine Learning Engineer in the Perception team, you will own the end‑to‑end deep‑learning infrastructure that powers Bosch's L2+ ADAS stack. You will work at the intersection of cloud, on‑premise compute and data engineering to enable fast, reliable training of multimodal models.
Key responsibilities
- Manage and optimise the full DL infrastructure, including Azure Blob Storage, VNET setups and hybrid Cloud/On‑premise clusters.
- Lead performance benchmarking of next‑gen hardware (e.g., H200 vs H100) and Azure native deployments.
- Maintain and scale Kubernetes clusters for training and inference workloads.
- Design high‑performance data loaders for multimodal datasets (camera, radar, temporal data).
- Modernise data pipelines with Ray and Kubernetes to parallelise caching, shuffling and oversampling.
- Use PyArrow and SQL to optimise data consumption and implement delta‑based dataset updates.
- Build and maintain GitHub Workflows, CI pipelines and Grafana dashboards for compute usage, GPU efficiency and system health.
- Handle dependency updates such as PyTorch upgrades, Ubuntu patches, Hydra configuration and Dependabot maintenance.
Required profile
- Proven senior‑level experience delivering scalable deep‑learning infrastructure.
- Strong problem‑solving skills with a “T‑shaped” expertise in infrastructure, multitask deep learning and software design.
- Ability to work independently, think critically and drive projects to production.
Required skills
- Azure Blob Storage and VNET configuration
- Kubernetes (cluster management, training & inference)
- Ray for distributed data processing
- PyArrow and SQL for data handling
- GitHub Actions / CI‑CD pipelines
- Grafana for monitoring
- PyTorch (Torch) and GPU optimisation
- Ubuntu, Hydra, Dependabot
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Published 3 weeks ago
Expires 1 month from now
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Bosch Group
bangalore