ACV - Model Development

20 hours ago

bangalore, India Bosch Global Software Technologies Full time

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

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.


As part of the ViPER team, your role would entail helping us in developing L3/L4 ADAS, which would primarily involve


(1) Understanding of the underlying data, derive insights/patterns/failures


(2) Based on the underlying unstructured unsupervised data, come up with methods for enabling efficient searching of data


(3) Derive experiments to develop perception models using this data, introducing cycles of experiments, analysis & 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 perception algorithms


Skilled software engineer with experience in C++ and strong problem-solving skills Passionate about solving real-world robotics problems: ideally worked on autonomous driving systems before. Prior knowledge of working with deep neural networks is a strong plus.


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 fast and smart, and you are comfortable in the earlier stages of developing an algorithm from scratch


Good hands on: You dig deep into important details such as the sensor driver if it improves the overall system. You like working with production machine learning pipelines, from dataset collection and labeling to training and validation


Great communicator: You have experience writing clear, concise, and detailed documentation. You should be able to explain technical solutions clearly to non-technical/different audience


Skills Strong knowledge in DL (3yrs min) : few-shot learning, transfer learning, unsupervised and semi-supervised methods, active learning and semi-automated data annotation, large scale image and video detection and recognition Hands on experience in Full stack Vision/Image related projects in production (3yrs min)


Data: Spark, Hadoop (user level), visualization, data preparation, data handling, understanding data Model: Tensorflow 2+ & PyTorch Deployment: Docker, Flask, Kubernetes Cloud deployment: Azure/AWS Other skiils: Git, Linux, Cuda, OpenMP, Distributed systems


Qualifications

B.Tech


Additional Information

5+ years

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