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Computer Vision Algorithm development for ADAS - Technical Architect

5.00 to 7.00 Years   Bangalore   16 Oct, 2023
Bosch Group
Job LocationBangalore
EducationNot Mentioned
SalaryNot Disclosed
IndustryManufacturing
Functional AreaGeneral / Other Software
EmploymentTypeFull-time

Job Description

    Job Description We are in the exciting and cutting-edge space of autonomous driving. We are looking forpassionate and experienced engineerswho would join us in this journey and design algorithms fit for Level 3 Level 5 autonomous systems.A typical day in office would involve:
    • Looking at the nature of the data
    • Current AI/DL algorithm performance
    • Derive insights or patterns in failures
    • Define a hypothesis for the solution making.
    • Define Experiments for hypothesis testing
    • Define/Review the techniques/methods in deep learning for experiments
    • Analyze the results of experiments
    • Define the next set of data or experiments forward
    • Define the targets for the current sprint
    • Review, Agree on the experiments
    • Ensure delivery with the right process for quality
    Here s what to expect:
    • Develop Deep learning-based models for Autonomous driving (Image/Video based perception development)
    • Do Intense application research for finding suitable network (Models) that tackles typical problem of Object recognition at scale (inferring very large volume of data, optimized memory footprint for edge devices)
    • Demonstrate the ability to use available solutions/ approach to narrow down to the most probable subset
    • Demonstrate the intuitive ability to assess available potential approaches to narrow down highest probable approach for solving the problem at hand and hence reduce overall experimentation time
    • Ability to critically compare models using the right parameters to identify the best suitable model that solves the use caseskills needed
    • Strong technical background
    with Bachelors/Master of Engineering in Computer Science or related areas greater than 5years of industry experience in Computer Vision (AI/Deep Learning based algorithms).In depth understanding of computer vision models including Object detection, SOTA feature extractors & SOTA Supervised & Unsupervised training mechanisms
    • A team player
    . You take ownership and work with the team to deliver exceptional results. You are interested in the performance of the entire system across engineering disciplines.
    • 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.
    • 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.Should be able to explain technical solutions clearly to non-technical/different audience
    • Problem solver:
    ,

Keyskills :
javanetframeworkdeliverysql serverdeep learningcomputer visioncomputer sciencemachine learningobject detectionproduction machineobject recognitionsetfitedgedesignwritingscience

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