Hardware Machine Learning PhD Research Internship
Tasks
- Architect machine learning research project
- Develop ML acceleration understanding
- Evaluate machine learning systems optimization
- Evaluate neural architecture search
- Evaluate quantization methods
- Evaluate research under performance constraints
- Implement machine learning inference solutions on hardware
- Learn hardware design fundamentals
- Present research findings to team
- Verify and deploy machine learning inference
Perks/Benefits
Skills/Tech-stack
ASIC | Architecture Search | FINN | FPGA | Fixed point | Fixed-point arithmetic | HLS | HLS4ML | Machine Learning | Neural Architecture | Neural Architecture Search | Pipelining | PyTorch | Python | Quantization | RTL | Resource utilization | SystemVerilog | TensorFlow | VHDL | Vitis AI
Education
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