
Machine Learning Compiler Optimization Specialist
5 days ago
Optimizing Machine Learning Compilers
">- We seek highly skilled compiler developers to optimize ML compilers.
- The successful candidates will have expertise in compiler development, computer architecture, and ML.
- This role involves working on complex problems and collaborating with experienced professionals.
Main Responsibilities
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- Develop and optimize ML compilers, focusing on benchmark analysis and profiling.
- Innovate new ML compiler and optimization algorithms.
- Upstream compiler algorithms to open-source compiler projects.
- Author research publications and present the company's work at conferences and industry forums.
Key Requirements
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- Extensive experience with compiler development and computer architecture.
- Proven knowledge of ML.
- A degree in computer science or applied mathematics.
- Strong software engineering skills.
- Excellent intellectual ability, motivation, and a strong history of achievement.
- Effective oral and written communication skills.
Desirable Skills
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- Experience with MLIR, MLIR Dialects (LinAlg, Affine), PyTorch 2.0, TVM, Triton, and/or LLVM.
- SYCL experience.
- ML applications and ML optimization experience.
- ML architecture experience.
- High-performance computing experience.
- Polyhedral compiler optimization experience.
- Loop transformation and vectorization experience.
- GPU programming and parallel programming experience.
- General optimization experience.
Eligibility Criteria
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- 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 Languages such as C, C++, Java, Python, etc.
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