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gulshansainis/README.md

👋 Hi

I'm Gulshan Saini. I'm an AI/ML engineer with over 18 years of experience, specializing in Generative AI and Large Language Models. I currently work as the Associate Director of AI/ML Engineering at IntelloCore Pte Ltd.

You can find me on LinkedIn and X/Twitter.


What I Do

I build and scale AI/ML solutions. My recent work involves fine-tuning LLMs, developing RAG chatbots, and creating multi-agent systems using tools like the OpenAI Assistants API. I'm passionate about optimizing AI performance; in the past, I've improved task completion rates by 40% and cut inference costs by 25%.

Currently, I'm exploring:

  • Google's Gemini Pro
  • Gemma for on-device applications
  • Deploying AI models efficiently and privately

My Toolkit

  • Core Skills: Generative AI, LLMs, Fine-Tuning, RAG, NLP, Reinforcement Learning
  • Technologies: Gemini Pro, Gemma, Vector Databases (Qdrant), Prompt Engineering
  • Languages & Frameworks: Python, LangChain, Hugging Face, OpenAI API, Streamlit, Ollama
  • Other Tools: Angular, NodeJS, MongoDB, REST APIs, Docker, AWS, Azure, GCP

Featured Projects


Let's Connect

I'm always open to collaborating on interesting AI/ML projects or mentoring those new to the field. Feel free to reach out on LinkedIn.

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  1. LLM-Persona-Finetuner LLM-Persona-Finetuner Public

    An end-to-end project demonstrating how to fine-tune an LLM with a custom dataset using QLoRA and Hugging Face TRL to adopt a specific expert persona.

    Python

  2. RAG-Chatbot-Pro RAG-Chatbot-Pro Public

    An advanced RAG (Retrieval-Augmented Generation) application that allows you to chat with any PDF document. Built with LangChain, Qdrant, and a local LLM via Ollama.

    Python

  3. GitHub-Triage-Agent GitHub-Triage-Agent Public

    Autonomous AI agent that uses a "Plan and Execute" model to proactively identify and report potential duplicate issues within a repository. Uses Google's new Gemma model running on Ollama

    Python