Senior Consultant Specialist (Model Hosting/Inference Optimization)
CNY 160K-192K (estimate) Senior-level Full Time
Tasks
- Apply hardware specific performance optimizations
- Benchmark and validate fine tuned models
- Build model hosting platforms for LLMs and speech models
- Deploy hosted models on container platforms
- Implement fine tuning pipelines for foundation models
- Integrate inference frameworks into production systems
- Monitor inference health and performance
- Optimize inference latency throughput and cost
- Troubleshoot deployment bottlenecks
Perks/Benefits
- N/A
Skills/Tech-stack
AWQ | AWS | Accelerate | Azure | CPU architecture | CUDA | Continuous batching | Cost Optimization | Data Preparation | Distributed Training | Docker | Dockerized Deployment | Dynamic batching | FP8 | GPTQ | GPU Architecture | Google Cloud | HPC | Hugging Face | Hugging Face Transformers | Hyperparameter Tuning | INT4) | Inference Optimization | KV cache | Kubernetes | Latency optimization | LoRA | Operator optimization | Python | QLoRA | Quantization | SGLang | TensorRT-LLM | Throughput Optimization | VLLM
Education
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