QU

Staff Engineer - Machine learning

Qualcomm

10 months ago

10+ years

Work From Office

Bengaluru, Karnataka, Karnataka, India

  • Develop machine learning algorithms for advanced imaging features (low-light, next-generation sensors, vision and scene understanding etc.)
  • Develop learnable image signal processing (ISP) pipeline for image reconstruction and classification tasks.
  • Develop agentic workflows and completely automated recommendation systems.
  • deep learning

    Machine Learning

    Generative AI

    Computer Vision

    Image Processing

    VLM

    Large Language Models (LLM)

    Job description & requirements

    Roles & Responsibilities


    You will be part of a multi-disciplinary talented team working on on-device AI research, development and end to end prototyping of given use-case. Collaborate in a cross-functional environment spanning hardware, software and systems. See your design in action on industry-leading chips embedded in the next generation of smartphones, augmented reality headsets, autonomous vehicles, robotics, and IOT devices.

    Key job responsibilities may include a subset of the following:

    • Develop machine learning algorithms for advanced imaging features (low-light, next-generation sensors, vision and scene understanding etc.)
    • Develop learnable image signal processing (ISP) pipeline for image reconstruction and classification tasks
    • Develop agentic workflows and completely automated recommendation systems
    • Develop federated learning and on-device incremental model refinements
    • Work on quantization and low rank adaptation strategies
    • Work on training strategies and supporting deployment and commercialization for the machine learning features
    • Work on system and algorithmic design changes to improve machine learning inference speed
    • Lead teams to drive innovative research ideas and develop prototype in collaboration with other researchers and engineers.
    • Stay abreast with latest SOTA and actively shape latest research in the field.
    • Stay passionate at execution.
    • Contribute to purposeful innovation.
    • Engage with leads and stakeholders across business units to translate research into business impact.


    Minimum qualifications:

    • Master's / Ph.D degree in Computer Science, or related Engineering field with 8+ years of active experience in AI Research, Software & Systems Engineering and related work experience.
    • Working experience in machine learning and deep network architectures
    • Working experience with machine learning framework/packages (e.g, PyTorch, TensorFlow)
    • Strong background in image and signal processing, statistics, and data analysis.
    • Strong programming skills and working experience in C/C++ and Python.


    Additional qualifications:

    • Background in color science, and image signal processor pipelines
    • Prior work experience with Object detection/classification/tracking, Recommendation Systems, Human Aware AI, RAW to RGB AI ISP Tasks, Stable Diffusion, VLM, LLM and Control Net implementations
    • Prior work experience with on-device AI model optimization, federated learning, RL, IL.
    • Prototyping of an AI solution on Android / Linux
    • Exposure to hardware and systems architecture for power, performance, accuracy trade-offs


    Keywords: Deep Learning, Machine learning, Generative AI, Computer Vision, Image Processing, ISP, Model Optimization


    Minimum Qualifications:

    • Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 2+ years of Systems Engineering or related work experience.

    OR

    Master's degree in Engineering, Information Systems, Computer Science, or related field and 1+ year of Systems Engineering or related work experience.

    OR

    PhD in Engineering, Information Systems, Computer Science, or related field.


    Experience :

    10+ years

    Job Domain/Function :

    Machine Learning

    Job Type :

    Work From Office

    Employment Type :

    Full Time

    Number Of Position(s) :

    1

    Educational Qualifications :

    Bachelor's Degree

    Location :

    Bengaluru, Karnataka, India, Bengaluru, Karnataka, India

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