Applied Computer Vision Engineer- Automated Driving

2 Months ago • 4 Years +

Job Summary

Job Description

The Video Perception (ViPER) team is developing cutting-edge solutions for Advanced Driver Assistance Systems (ADAS). The role involves developing end-to-end solutions using computer vision/deep learning. The candidate will be part of the Retrieval team, building high-performance systems for ingesting and retrieving driving data. Responsibilities include developing data selection pipelines, search and indexing tools, and optimizing data pipelines for dataset curation. The ideal candidate will work closely with perception, planning & feature teams to develop intelligent data selection pipelines that power machine learning workflows across various ADAS features.
Must have:
  • Bachelors/Masters in Computer Science/related with 4 years experience.
  • Experience in Python/C++ and strong problem-solving skills.
  • Experience with building large-scale data systems, efficient querying techniques, and retrieval & recommendation systems.

Job Details

Company Description

Bosch Global Software Technologies Private Limited is a 100% owned subsidiary of Robert Bosch GmbH, one of the world's leading global supplier of technology and services, offering end-to-end Engineering, IT and Business Solutions. With over 28,200+ associates, it’s the largest software development center of Bosch, outside Germany, indicating that it is the Technology Powerhouse of Bosch in India with a global footprint and presence in the US, Europe and the Asia Pacific region.

Job Description

Job Description 

The Video Perception (ViPER) team is responsible for developing cutting-edge solutions for Advanced Driver Assistance Systems (ADAS). Our team is responsible for developing end-to-end solutions by leveraging the latest advancements in the field of computer vision/deep learning. Our goal is to drive the future of autonomous driving systems by providing reliable, high-performance video perception systems.  

We are looking for a talented & driven engineers to join our Retrieval team within ViPER which is responsible for building high-performance systems to ingest and retrieve large-scale driving data, critical for training and validating ADAS models. You will work closely with perception, planning & feature teams to develop intelligent data selection pipelines that power machine learning workflows across various ADAS features.  

The ideal candidate should have experience in building large-scale data systems, efficient querying techniques along with retrieval & recommendation systems, and a strong understanding of deep learning fundamentals. You will deploy tools & services which will be used to retrieve edge-case scenarios, be responsible for developing powerful search and indexing tools, and optimize data pipelines for automating dataset curation for training & validation. 

Requirements 

  • Strong technical background: At least a Bachelors/Master of Engineering in Computer Science or Electrical Sciences or related areas with 4 years of industry experience in designing and implementing vision-based algorithms [prior knowledge of working with deep neural networks is a strong plus]. 

  • Skilled software engineer with experience in Python/C++ coupled with strong problem-solving skills. 

  • Passionate about solving real-world problems: Ideally worked on autonomous driving systems before. 

  • A team player: You take ownership and work with the team to deliver exceptional results. 

  • Ability to build and iterate quickly (AGILE mindset). You enjoy working in a fast-paced environment, and you are comfortable in all stages of a product development cycle. 

  • Good hands on: You like working with production grade machine learning pipelines, from dataset curation all the way till training, validation & deployment. 

  • Good communication skills: You are able to explain technical solutions clearly to all stakeholders. You have experience writing clear, concise, and detailed documentation.  

Skills 

  • Strong knowledge in DL (3yrs min): Computer vision (object detection, segmentation, depth estimation), Sensor fusion (camera, radar, LiDAR), Supervised & Self-supervised learning & Transfer Learning, CNNs and transformers, Real-time model deployment and optimization, Data augmentation and annotation, Scene understanding and 3D perception, Active learning and Semi-automated data annotation techniques 

  • Hands on experience in Full stack Vision/Image related projects in production (3yrs min) 

  • Data: Visualization, Data preparation, Data handling, Data analysis & deriving insights 

  • Model frameworks: Tensorflow & PyTorch 

  • Deployment: Docker, Kubernetes 

  • Cloud deployment: Azure/AWS 

  • Other skiils: Git, Linux, Cuda, OpenMP, Distributed systems  

Qualifications

B.E/B.Tech

Additional Information

4+ years

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Pune, Maharashtra, India (On-Site)

Bengaluru, Karnataka, India (On-Site)

Bengaluru, Karnataka, India (On-Site)

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