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Senior AI/ML Engineer - Model Serving and Optimization

Apetan Consulting LLC • United State
This Job is No Longer Active This position is no longer accepting applications
AI Summary

Design and implement high-throughput, low-latency model serving solutions using PyTorch and TensorFlow. Optimize model performance on NVIDIA GPU hardware. Develop efficient Docker images for model and server deployment.

Key Highlights
Design and implement high-throughput, low-latency model serving solutions
Optimize model performance on NVIDIA GPU hardware
Develop efficient Docker images for model and server deployment
Technical Skills Required
PyTorch TensorFlow NVIDIA GPU Docker vLLM LLM serving frameworks

Job Description


Required Skillsets

AI/ML Domain Expertise

  • Deep understanding of the AI/ML domain, with the core effort centered around model performance and serving, rather than general infrastructure.

ML Frameworks

  • Expertise in PyTorch and TensorFlow: Proven ability to work with and troubleshoot model-specific dependencies, logic, and graph structures within these major frameworks.

Inference Optimization

  • Production Inference Experience: Expertise in designing and implementing high-throughput, low-latency model serving solutions.
  • Specialized Inference Servers: Mandatory experience with high-performance inference servers, specifically including vLLM, or similar dedicated LLM serving frameworks.
  • GPU Optimization: Demonstrated ability to optimize model serving parameters and infrastructure to maximize performance on NVIDIA or equivalent GPU hardware.

Deployment and Infrastructure

  • Containerization (Docker): Proficiency in creating minimal, secure, and efficient Docker images for model and server deployment.
  • Infrastructure Knowledge (Helpful, but Secondary): General knowledge of cloud platforms (AWS, Google Cloud Platform, Azure) and Kubernetes/orchestration is beneficial but the primary focus remains on model serving and optimization.

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