Red Hat
Senior Machine Learning Engineer, LLM Compressor and Quantization
Red Hat, Boston, Massachusetts, us, 02298
Overview
Senior Machine Learning Engineer, LLM Compressor and Quantization at Red Hat. Red Hat Inference team accelerates AI for the enterprise and brings operational simplicity to GenAI deployments. As leading developers and maintainers of the vLLM project, and inventors of state-of-the-art techniques for model quantization and sparsification, our team provides a stable platform for enterprises to build, optimize, and scale LLM deployments. What You Will Do
Contribute to the design, development, and testing of various inference optimization algorithms in the vLLM LLM-compressor project Create and manage training and deployment pipelines Benchmark and evaluate different quantization approaches to determine the best performance for specific hardware and models Participate in technical design discussions and provide innovative solutions to complex problems Give thoughtful and prompt code reviews Mentor and guide other engineers and foster a culture of continuous learning and innovation Stay up-to-date with the latest advancements in quantization research What You Will Bring
Strong understanding of machine learning and deep learning fundamentals with experience in one or more of Computer Vision, NLP, and reinforcement learning Strong Python and PyTorch experience Experience with tensor math libraries such as PyTorch and NumPy Strong programming skills with proven experience implementing Python based machine learning solutions Ability to develop and implement research ideas and algorithms Experience with mathematical software, especially linear algebra Strong communications skills with both technical and non-technical team members BS, or MS in computer science or computer engineering or a related field. A PhD in a ML related domain is considered a plus Salary and Benefits
The salary range for this position is $170,770.00 - $281,770.00. Actual offer will be based on your qualifications. Pay Transparency
Red Hat determines compensation based on several factors including but not limited to job location, experience, applicable skills and training, external market value, and internal pay equity. Annual salary is one component of Red Hat’s compensation package. This position may also be eligible for bonus, commission, and/or equity. For positions with Remote-US locations, the actual salary range for the position may differ based on location but will be commensurate with job duties and relevant work experience. About Red Hat
Red Hat is the world’s leading provider of enterprise open source software solutions, using a community-powered approach to deliver high-performing Linux, cloud, container, and Kubernetes technologies. We hire creative, passionate people ready to contribute their ideas, help solve complex problems, and make an impact. We are committed to an open and inclusive environment. Benefits
Comprehensive medical, dental, and vision coverage; Flexible Spending Account - healthcare and dependent care; Health Savings Account - high deductible medical plan; Retirement 401(k) with employer match; Paid time off and holidays; Paid parental leave plans for all new parents; Leave benefits including disability, paid family medical leave, and paid military leave; Additional benefits including employee stock purchase plan, family planning reimbursement, tuition reimbursement, transportation expense account, and more. Equal Opportunity Policy (EEO)
Red Hat is proud to be an equal opportunity workplace and an affirmative action employer. We review applications for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, ancestry, citizenship, age, veteran status, genetic information, physical or mental disability, medical condition, marital status, or any other basis prohibited by law. We also provide reasonable accommodations to job applicants upon request. Note: These benefits are only applicable to full time, permanent associates at Red Hat located in the United States. Red Hat supports individuals with disabilities and provides reasonable accommodations to job applicants. If you need assistance completing our online job application, email application-assistance@redhat.com.
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Senior Machine Learning Engineer, LLM Compressor and Quantization at Red Hat. Red Hat Inference team accelerates AI for the enterprise and brings operational simplicity to GenAI deployments. As leading developers and maintainers of the vLLM project, and inventors of state-of-the-art techniques for model quantization and sparsification, our team provides a stable platform for enterprises to build, optimize, and scale LLM deployments. What You Will Do
Contribute to the design, development, and testing of various inference optimization algorithms in the vLLM LLM-compressor project Create and manage training and deployment pipelines Benchmark and evaluate different quantization approaches to determine the best performance for specific hardware and models Participate in technical design discussions and provide innovative solutions to complex problems Give thoughtful and prompt code reviews Mentor and guide other engineers and foster a culture of continuous learning and innovation Stay up-to-date with the latest advancements in quantization research What You Will Bring
Strong understanding of machine learning and deep learning fundamentals with experience in one or more of Computer Vision, NLP, and reinforcement learning Strong Python and PyTorch experience Experience with tensor math libraries such as PyTorch and NumPy Strong programming skills with proven experience implementing Python based machine learning solutions Ability to develop and implement research ideas and algorithms Experience with mathematical software, especially linear algebra Strong communications skills with both technical and non-technical team members BS, or MS in computer science or computer engineering or a related field. A PhD in a ML related domain is considered a plus Salary and Benefits
The salary range for this position is $170,770.00 - $281,770.00. Actual offer will be based on your qualifications. Pay Transparency
Red Hat determines compensation based on several factors including but not limited to job location, experience, applicable skills and training, external market value, and internal pay equity. Annual salary is one component of Red Hat’s compensation package. This position may also be eligible for bonus, commission, and/or equity. For positions with Remote-US locations, the actual salary range for the position may differ based on location but will be commensurate with job duties and relevant work experience. About Red Hat
Red Hat is the world’s leading provider of enterprise open source software solutions, using a community-powered approach to deliver high-performing Linux, cloud, container, and Kubernetes technologies. We hire creative, passionate people ready to contribute their ideas, help solve complex problems, and make an impact. We are committed to an open and inclusive environment. Benefits
Comprehensive medical, dental, and vision coverage; Flexible Spending Account - healthcare and dependent care; Health Savings Account - high deductible medical plan; Retirement 401(k) with employer match; Paid time off and holidays; Paid parental leave plans for all new parents; Leave benefits including disability, paid family medical leave, and paid military leave; Additional benefits including employee stock purchase plan, family planning reimbursement, tuition reimbursement, transportation expense account, and more. Equal Opportunity Policy (EEO)
Red Hat is proud to be an equal opportunity workplace and an affirmative action employer. We review applications for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, ancestry, citizenship, age, veteran status, genetic information, physical or mental disability, medical condition, marital status, or any other basis prohibited by law. We also provide reasonable accommodations to job applicants upon request. Note: These benefits are only applicable to full time, permanent associates at Red Hat located in the United States. Red Hat supports individuals with disabilities and provides reasonable accommodations to job applicants. If you need assistance completing our online job application, email application-assistance@redhat.com.
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