Staff Engineer - ML Libraries Development Engineer
Technology, Data & Digital · Software & Web Development · Software Engineering · Machine Learning · Data Science
In short
Qualcomm is seeking a Staff Engineer for ML Libraries Development to optimize core ML kernels for ML/AI acceleration on ARM CPU architecture. This role involves enhancing ML model performance on QCOM SoCs and requires 8-12 years of experience in Bangalore.
Responsibilities
- Participate in optimizing core ML kernels using advancements like SME, SVE of the ARM CPU architecture.
- Enhance the performance of ML models on the CPU of the QCOM SoC.
- Optimize kernels for vector processors.
- Inferencing of ML models written in Pytorch/TensorFlow/Keras.
Requirements
- 8 to 12 years of relevant experience.
- Understanding of ARM CPU architecture fundamentals and ARM Arch64 ISA.
- Optimizing kernels for vector Processors.
- Understanding of the basic linear algebra functions used in AI/ML.
- Algorithm design (logic, critical thinking).
- Performance Evaluation and Optimization of the applications for ARM architecture.
- Inferencing of the ML models written in Pytorch/TensorFlow/Keras.
- Understanding of the typical Open-Source Library framework design.
- Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 4+ years of Software Engineering or related work experience.
- OR Master's degree in Engineering, Information Systems, Computer Science, or related field and 3+ years of Software Engineering or related work experience.
- OR PhD in Engineering, Information Systems, Computer Science, or related field and 2+ years of Software Engineering or related work experience.
- 2+ years of work experience with Programming Language such as C, C++, Java, Python, etc.
Desired Qualifications
- Strong Programming skills and deep understanding of the ARM ISA.
- understanding of the algorithms suitable for Vector and matrix accelerators.
- Strong Analytical and debugging skills.
- Good understanding of Optimizing the Linear Algebra algorithms.
- Performance evaluation using QEMU, Simulators, Emulators and on Real Hardware.
Skills
ARM CPU architectureARM Arch64 ISACC++PythonJavaLinear algebraAlgorithm designPerformance evaluationPytorchTensorFlowKerasQEMU
#ML#AI#ARM#CPU#SoC#performance optimization
About Qualcomm
Enabling a world where everyone and everything can be intelligently connected.
Enabling a world where everyone and everything can be intelligently connected.\n\n
Company
QualcommJob Posted
3 days ago
Employment Type
Full Time
Work mode
On Site
Experience Level
Senior
Locations
Bangalore, India
Qualification
Bachelor, Master, Doctoral
Applicants
Be an early applicant
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