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Model Efficiency & Deployment
A skill group in Data, AI & Analytics › Deep Learning & Generative AI: 10 skills, 10 of them carrying a SynapseScope Skill Rating, named in 2,072 open US roles at the latest reading.
| Skill | Organisation rating | Open roles | Median salary |
|---|---|---|---|
| On-Device Generative AI Deployment | Invest | 564 | $187,500 |
| KV-Cache Optimization | Invest | 379 | $247,500 |
| GPU Kernel Programming with Triton | Invest | 362 | $202,500 |
| Speculative Decoding | Invest | 287 | $217,500 |
| FlashAttention Kernel Optimization | Invest | 228 | $242,500 |
| High-Throughput LLM Serving | Invest | 149 | $242,500 |
| Semantic Caching for LLM Applications | Invest | 78 | $192,500 |
| LLM Observability and Tracing | Invest | 20 | — |
| LLMOps Pipeline Engineering | Invest | 3 | — |
| Energy-Efficient Model Training | Invest | 2 | — |
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