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Jesman User

@jesmanuser

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I build production-ready RAG, LLM, and applied machine learning systems.

India

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What I'm looking for

I'm looking for an AI or machine learning role where I can build production-ready RAG, LLM, computer vision, and explainable ML systems while growing through hands-on product and deployment work.

I've built a confidence-gated RAG Q&A system for insurance policy documents using LangChain, ChromaDB, and SentenceTransformers. By using a Logistic Regression confidence classifier, I reduced hallucinations from 33.3% to 26.7% while making abstention an explicit design decision.

I've also developed explainable cardiovascular risk prediction and pneumonia detection applications, combining XGBoost, SHAP, CTGAN, ResNet50, Grad-CAM, and Streamlit with AI-generated health guidance.

As an AI/ML Intern at Innovate Intern, I built and optimized a real-time pedestrian detection pipeline using HOG, SVM, OpenCV, and Non-Maximum Suppression. I work primarily in Python and build deployable systems with FastAPI, Docker, AWS, and Git.

Experience

Work history, roles, and key accomplishments

AI/ML Intern

Innovate Intern

Jun 2025 - Jul 2025 (1 month)

Developed a real-time pedestrian detection system using HOG, SVM, OpenCV and Non-Maximum Suppression. Optimized the vision pipeline for webcam and recorded video inference through preprocessing and frame optimization.

Python OpenCV NumPy SVM NMS