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Tech Stack
Tools & technologiesNumpyOpen SourcePythonPyTorch
About the role
Key responsibilities & impact- Contribute to the design, development, and testing of various inference optimization algorithms in the vLLM , and related projects
- Create and manage inference serving deployment pipelines
- Benchmark, profile, and evaluate different parallelizations, quantization and sparsification approaches
- Participate in technical design discussions and provide innovative solutions to complex problems
- Stay up-to-date with the latest advancements in the open source LLM model architecture
- Stay up-to-date of latest CPU and GPU hardware architecture and features to boost AI inference performance
- Give thoughtful and prompt code reviews
- Mentor and guide other engineers and foster a culture of continuous learning and innovation
- Continuous collaboration with internal and external open source committers and contributors while contributing to vLLM and related projects
Requirements
What you’ll need- Strong understanding of machine learning and deep learning fundamentals
- Experience in one or more of LLM Inference Optimizations, Computer Vision, NLP, and reinforcement learning
- 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
- Understanding of Linear Algebra, Gradients, Probability, and Graph Theory
- 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 strong plus.
Benefits
Comp & perks- 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, employee assistance program, and more!
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
inference optimization algorithmsLLM inference optimizationscomputer visionnatural language processingreinforcement learningtensor math librariesPyTorchNumPylinear algebramachine learning solutions
Soft Skills
code reviewsmentoringcollaborationcommunication
Certifications
BS in computer scienceMS in computer sciencePhD in ML related domain
