Member of Technical Staff - Frontier System Modelling
San Francisco, CA; New York City, NY
R
USD 152K-250K (estimate) Senior-level Full Time
Tasks
- Build bill of materials estimates
- Calibrate system models with benchmarks
- Create microbenchmarks for multiple vendors
- Develop system performance models in Python
- Estimate performance per total cost of ownership
- Estimate performance per watt
- Generate Pareto frontier roofline curves
- Implement parallelism and inference strategies
- Predict AI chip performance metrics
Perks/Benefits
- N/A
Skills/Tech-stack
Amdahl Law | Arithmetic intensity | FLOPs | First principles | GEMM | Inference | Machine Learning | Microbenchmarking | Mixture of Experts | Mixture of Experts Inference | Mixture of Experts Training | Modeling | Neural Networks | Optimization | Parallel Computing | Performance Engineering | Pipeline parallelism | Python | Roofline model | Sequence parallelism | Strong Scaling | Tensor Parallelism | Wall Time | Weak Scaling
Education
N/A
Regions
Countries
States
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