Senior/Lead Senior Engineer, XR ML systems
2 weeks ago
Company:Qualcomm India Private LimitedJob Area:Engineering Group, Engineering Group > Systems EngineeringGeneral Summary:General Summary:Qualcomm XR Research India is rapidly expanding to offer state of the art and futuristic XR solutions that would shape the future of Augmented Reality (AR), Virtual Reality (VR), and Mixed Reality (MR) use cases. At XR ML systems team, we are interested in optimally splitting the XR workloads across different compute devices to further nurture the Qualcomm devices ecosystem. We prefer candidates with a strong academic background in AI/ML/DL areas with a significant industrial experience in understanding and analyzing AI workflows, optimizing, integrating and packaging these algorithms on real-world AI products on embedded platforms.Responsibilities:As a dependable Individual Contributor in this role, you will be holding the following responsibilities.Quickly comprehending SOTA AI algorithms implementing on Linux PC, migrating to Qualcomm HW, Profiling and Optimizing those algorithmsSystems thinking for dissecting any XR use-case to a set of AI/ML/DL algorithms and quickly building prototypes which are both accurate and efficient in Python and/or C++.System level analysis of CV/AI/ML usecases and workloads and mapping algo blocks to HW accelerators like HTP, GPU and NSPQuickly ramping up on Qualcomm ML tools like SNPE, QNN SDK and AIMET and using these tools to analyze and improve the performance of external and home-grown ML/DL algorithms on Qualcomm devices.Strong Ownership on delivering high quality results and meeting project timelines by proactively unblocking constraints by interacting with key stakeholders in SW, Algorithms and Tooling teams.Periodically communicating the progress to key-stake holders through oral and written methods, seek feedback and instrument solutions to address the gaps.Minimum Qualifications:4+ years of hands-on experience with developing, optimizing and deploying ML models on embedded platformsMaster's degree in electrical engineering, information systems, computer science, or related field.Very good proficiency in transformer-based DL algorithmsVery good proficiency in programming languages that include Python, C and C++.Very good proficiency and hands on experience in State-of-the-art DL frameworks like PyTorch, ONNX and Tensorflow and opensource libraries.Strong communication skills and inter-personal skills to work effectively in a team.Preferred Qualifications:Profiling of ML models on different target platforms, locating bottlenecks and suggesting workaroundsHands-on experience with DNN optimization techniques like Quantization, Pruning and Network Arch SearchSystem level analysis of CV/AI/ML usecases and workloads, locating bottlenecks and optimizing for performance.Optimal task-partitioning of CV/Ai/ML workloads across multiple compute devices for the best power-perf-accuracy tradeoffsSystematically estimating power-perf-accuracy of AI algorithms on futuristic SOCs/ HW accelerators through compute, memory and bandwidth constraints is a huge plusHands on experience with Qualcomm tools like AIMET, QNN SDK and SNPE is a huge plusMinimum Qualifications:• Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 3+ years of Systems Engineering or related work experience. ORMaster's degree in Engineering, Information Systems, Computer Science, or related field and 2+ years of Systems Engineering or related work experience. ORPhD in Engineering, Information Systems, Computer Science, or related field and 1+ year of Systems Engineering or related work experience Applicants: Qualcomm is an equal opportunity employer. If you are an individual with a disability and need an accommodation during the application/hiring process, rest assured that Qualcomm is committed to providing an accessible process. You may e-mail disability- or call Qualcomm's toll-free number found here. Upon request, Qualcomm will provide reasonable accommodations to support individuals with disabilities to be able participate in the hiring process. Qualcomm is also committed to making our workplace accessible for individuals with disabilities. (Keep in mind that this email address is used to provide reasonable accommodations for individuals with disabilities. We will not respond here to requests for updates on applications or resume inquiries).Qualcomm expects its employees to abide by all applicable policies and procedures, including but not limited to security and other requirements regarding protection of Company confidential information and other confidential and/or proprietary information, to the extent those requirements are permissible under applicable law.To all Staffing and Recruiting Agencies: Our Careers Site is only for individuals seeking a job at Qualcomm. Staffing and recruiting agencies and individuals being represented by an agency are not authorized to use this site or to submit profiles, applications or resumes, and any such submissions will be considered unsolicited. Qualcomm does not accept unsolicited resumes or applications from agencies. Please do not forward resumes to our jobs alias, Qualcomm employees or any other company location. Qualcomm is not responsible for any fees related to unsolicited resumes/applications.If you would like more information about this role, please contact Qualcomm Careers.
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