Vinay Hn

About Vinay Hn

Data Science practitioner with strong math background and 7.5+ years of experience using…

Experience

1. Senior System Development Engineer

   Dell Technologies

   Sep 2022 — Present · Bengaluru, IN

   I specialize in optimizing and deploying large-scale AI and Generative AI models with expertise across benchmarking, model optimization, containerization, and infrastructure orchestration.Core Expertise:Benchmarking: Hands-on experience with industry-standard benchmarks including SPEC ML, MLPerf, and TPCxAI. Delivered and submitted benchmark results on XE9680 and XE9640 platforms, and contributed to the development of the SPEC ML prototype kit.GenAI Model Optimization: Proficient in optimizing deep learning and LLM models (LLAMA2, GPT-J, etc.) using NVIDIA NIM, TensorRT, Megatron, OpenVINO (Intel), TensorRT (NVIDIA), and MIGraphX (AMD), tailored to specific device architectures.Containers & Orchestration: Experienced in Docker image development and deploying LLMs using OpenShift and Kubernetes on multi-cluster (scale-in/scale-out) environments.Infrastructure & Networking: Skilled in data center network configuration, NVIDIA Fabric, and UFM setup for high-performance AI workloads.Process & CI/CD: Strong expertise in Jira, GitHub, KubeFlow, and MLFlow for project management, version control, and model tracking.AI/ML Development: Built RAG and MCP solutions for real-world use cases, and developed hardware performance and cost prediction models to support marketing strategies.I am also actively involved in hackathons, patent initiatives, and talent placement activities, continually driving innovation in the AI/ML ecosystem.

Education

• Sri Siddhartha Institute of Technology

  Bachelor of Engineering - BE

  2011 — 2015

• QUT (Queensland University of Technology)

  Master of Infomation Technology - MS

  2018 — 2020

Skills

• C
• Cisco Routers
• Sql
• C++
• Pl/Sql
• Oracle
• Unix
• Ccna
• Dbms
• Networking
• Microsoft Excel
• Java
• Microsoft Office