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Nsk246/README.md
Nandhu S. Kumar, AI/ML Engineer typing intro

I'm an AI/ML engineer with an M.S. in Applied Artificial Intelligence from Purdue University (4.0 GPA). I work across applied machine learning, AI research, and software engineering, building AI systems from experimentation to deployment. Lately, my work has centered on Generative AI, LLM pretraining and fine-tuning, RLHF, and AI agents. I've built real-time voice agents, LLM applications, and agent-based systems for production use. My research has focused on multimodal machine learning and computer vision, including studying how object detection models perform under occlusion and other real-world conditions. Outside of work, I write about AI, intelligence, and free will on Medium.

selected work

The Operator ThinkTrace

Scientific GPT Hospital Triage AI


Stack and interests

writing

Essays on AI, systems, and the occasional philosophy detour.
Read at https://medium.com/@nandhuskumar246


reach me

Portfolio · LinkedIn · Email



open to full-time AI/ML engineering roles · US and beyond

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  1. Tox-NIO Tox-NIO Public

    A research project using Projected Gradient Descent and Neural Input Optimization

    Jupyter Notebook

  2. Generative-Search-on-College-Website Generative-Search-on-College-Website Public

    A Retrieval-Augmented Generation (RAG) system that enables natural language search and question answering over college documents like handbooks or syllabi. It uses LangChain and FAISS for document …

    Python

  3. thinktrace thinktrace Public

    ThinkTrace analyzes any argument as text, PDF, or URL, using four specialist AI agents running in parallel. It maps logical structure, detects named fallacies, verifies facts against live web sourc…

    Python 1

  4. ai-call-agent ai-call-agent Public

    An AI voice agent that places real outbound phone calls and holds a live, bidirectional conversation in English or Malayalam to accomplish a task you specify (book a table, confirm an appointment, …

    Python

  5. redesigned-funicular redesigned-funicular Public

    A hybrid Reinforcement Learning and LLM multi-agent system for intelligent patient triage and ward management.

    JavaScript

  6. Scientific-GPT_Pre-Training-Only Scientific-GPT_Pre-Training-Only Public

    I built a GPT model entirely from scratch to master the architecture of Large Language Models. Instead of using pre-made checkpoints, I engineered the full pipeline myself, using custom crawlers to…

    Jupyter Notebook