VH

Hire Vinay H. - RAG Engineer

Software Engineer (ai / Ml Consulting)

4+ years
bangalore, karnataka, india

About vinay

I’m a Software Engineer with 3 years of professional experience in machine learning, computer vision, end-to-end pipeline development. Over the past few years, I’ve worked on projects that span the entire ML lifecycle — from training and fine-tuning deep learning models, to deploying them in production with frameworks like NVIDIA DeepStream, Openvino, and Triton Inference Server, to building supporting data pipelines with python, fastapi, SQL and NOSQL databases.What excites me most is taking a research idea or prototype model and turning it into a reliable, scalable system that delivers real-world impact. I’ve built real-time object detection solutions for applications like license plate recognition and safety monitoring, optimized inference pipelines to cut latency and streamline deployment.Recently, my focus has expanded into Generative AI and Large Language Models (LLMs). I’m exploring techniques like Retrieval-Augmented Generation (RAG), prompt engineering, LLM fine-tuning, Agent building to apply foundation models to enterprise and custom use cases. My background in traditional ML and computer vision gives me a strong technical base, while my hands-on software engineering experience ensures I think beyond models — into usability, scalability, and maintainability.Looking ahead, I aim to specialize in AI/ML engineering roles that combine deep technical work with practical deployment at scale. Whether it’s optimizing inference pipelines, designing end-to-end GenAI systems, or building AI-powered applications, I’m driven by the challenge of making cutting-edge technology accessible, reliable, and impactful.

Key Skills

fastapihugging face productshybrid retrievallangchainlinuxmultimodal ragnatural language processingnetworkingopenai apiopenai whisperproblem solvingpyqtragretrieval augmented generationsemantic search+5 more

Experience

Software Engineer (ai / Ml Consulting)

Current

Company

* Generative AI Architecture: Architected an end-to-end Generative AI pipeline using LLMs and Vector Databases to deliver RAG-based, domain-specific Q&A for internal knowledge sources. * Computer Vision: Delivered a Computer Vision PoC for person detection and pose estimation using advanced object detection models, achieving ~90% real-time accuracy. * Tech Stack: Focused on production-grade implementation using FastAPI, LangChain/LangGraph, and Vector Databases.

Software Engineer

Agsam Technologies Private Limited

Architected predictive data pipelines for industrial battery systems, moving from 30-minute intervals to 1-minute real-time pings and reducing fault detection latency by ~40%. Supported system-level validation and field deployments, ensuring reliable data acquisition and smooth coordination with cross-functional engineering teams. Note: Role ended due to company-wide organizational restructuring.

Software Engineer

Pixuate ( Cocoslabs Innovative Solutions Private Limited)

* Inference Optimization: Optimized ML model deployment using NVIDIA DeepStream and Triton Inference Server, cutting inference latency by 50%. * DevOps & Infrastructure: Developed and containerized applications with custom Docker setups, reducing environment setup time by 40%. * High-Throughput Pipelines: Engineered real-time video analytics pipelines handling 5TB+ of visual data for urban safety monitoring and traffic analysis. * Process Automation: Saved 10+ engineering hours per week by automating data extraction, cleaning, and deployment workflows. * System Design: Designed end-to-end ML pipelines for object detection, ensuring seamless integration with production environments.

Education

Gogte Institute Of Technology, Belgaum

Bachelor Of Engineering

Mes Chaitanya Pre - University College

Lions English Medium High School, Sirsi

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Common Questions

What is vinay's expertise?

vinay specializes in RAG Engineer, with expertise in fastapi, hugging face products, hybrid retrieval, langchain, linux.

Where is vinay located?

vinay is based in bangalore, karnataka, india.

How much experience does vinay have?

vinay has 4+ years of professional experience.

How can I contact vinay?

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