Description
We're forming a team of innovators to roll out and enhance AI inference solutions at scale, demonstrating NVIDIA's GPU technology and Kubernetes. As a Solutions Architect focused on inference, you'll collaborate closely with our engineering, DevOps, and customers to develop enterprise AI solutions. Together, we'll deliver generative AI to production!
Key Responsibilities:
- Build inference pipelines with tools like NVIDIA Dynamo, distributing tasks among GPU workers to improve efficiency.
- Collaborate with DevOps teams to orchestrate disaggregated inference using Kubernetes for complex workloads.
- Accelerate inference pipelines using TensorRT-LLM, vLLM, SGLang, and other backends to ensure seamless integration with disaggregated inference.
- Provide mentorship and technical leadership to customers and internal teams, guiding them through the deployment of disaggregated inference systems and resolving complex issues.
Requirements:
- 5+ Years in Solutions Architecture with a proven track record of deploying distributed systems and AI inference workloads on Kubernetes.
- Experience with one of NVIDIA Dynamo, Triton Inference Server, or TensorRT-LLM for model optimization and serving.
- GPU orchestration using NVIDIA GPU Operator, NIM Operator, and Multi-Instance GPU (MIG) partitioning.
- Solving sophisticated GPU allocation, memory hierarchies (HBM, DRAM, SSD), and low-latency networking (RDMA, UCX).
- Demonstrated success in tuning large language models for low-latency inference in enterprise environments.
- BS in CS/Engineering or equivalent experience.
Nice to Have:
- Prior experience deploying NVIDIA inference technologies such as Dynamo, NIM, NIXL and Grove.
- Deep understanding of transformer neural network, and inference acceleration technologies like quantization, speculative decoding, WideEP etc.
- NVIDIA Certified AI Engineer or similar credentials.
- Contributions to open-source projects including NVIDIA Dynamo, vLLM, KServe, or SGLang.
This listing is enriched and indexed by YubHub. To apply, use the employer's original posting:
https://nvidia.wd5.myworkdayjobs.com/en-US/NVIDIAExternalCareerSite/job/US-CA-Santa-Clara/Solutions-Architect--Inference-Deployments_JR2014105