Machine Learning Compiler and Performance Engineer
1 month ago
Company: Qualcomm Canada ULC Job Area: Engineering Group, Engineering Group > Machine Learning Engineering
General Summary:
Today, more intelligence is moving to end devices, and mobile is becoming the pervasive AI platform. Building on the smartphone foundation and the scale of mobile, Qualcomm envisions making AI ubiquitous-expanding beyond mobile and powering other end devices, machines, vehicles, and things.
We are inventing, developing, and commercializing power-efficient on-device AI, edge cloud AI, and 5G to make this a reality.
Job Purpose & Responsibilities
As a member of Qualcomm's ML Systems Team, you will participate in two activities:
- Development and evolution of ML/AI compilers (production and exploratory versions) for efficient mappings of ML/AI algorithms on existing and future HW
- Analysis of ML/AI algorithms and workloads to drive future features in Qualcomm's ML HW/SW offerings
Key Responsibilities:
- Contributing to the development and evolution of ML/AI compilers within Qualcomm
- Defining and implementing algorithms for mapping ML/AI workloads to Qualcomm HW
- Understanding trends in ML network design, through customer engagements and latest academic research, and how this affects both SW and HW design
- Creation of performance-driven simulation components (using C++, Python) for analysis and design of high-performance HW/SW algorithms on future SoCs
- Exploration and analysis of performance/area/power trade-offs for future HW and SW ML algorithms
- Pre-Silicon prediction of performance for various ML algorithms
- Running, debugging and analyzing performance simulations to suggest enhancements to Qualcomm hardware and software to tackle compute and system memory-related bottlenecks
Successful applications will work in cross-site, cross-functional teams.
Minimum Qualifications:
• Bachelor's degree in Computer Science, Engineering, Information Systems, or related field. Requirements:- Demonstrated ability to learn, think and adapt in fast changing environment
- Detail-oriented with strong problem-solving, analytical and debugging skills
- Strong communication skills (written and verbal)
- Strong background in algorithm development and performance analysis is essential
The following experiences would be significant assets:
- Strong object-oriented design principles
- Strong knowledge of C++
- Strong knowledge of Python
- Experience in compiler design and development
- Knowledge of network model formats/platforms (eg. Pytorch, Tensorflow, ONNX) is an asset.
- On-silicon debug skills of high-performance compute algorithms Knowledge of algorithms and data structures
- Knowledge of software development processes (revision control, CD/CI, etc.) Familiarity with tools such as git, Jenkins, Docker, clang/MSVC
- Knowledge of computer architecture, digital circuits and event-driven transactional models/simulators
Applicants: If you need an accommodation, during the application/hiring process, you may request an accommodation by sending email to accommodationsupport
Although this role has some expected minor physical activity, this should not deter otherwise qualified applicants from applying. If you are an individual with a physical or mental disability and need an accommodation during the application/hiring process, please call Qualcomm's toll-free number found here for assistance. Qualcomm will provide reasonable accommodations, upon request, to support individuals with disabilities as part of our ongoing efforts to create an accessible workplace.
Qualcomm is an equal opportunity employer and supports workforce diversity.
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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