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Kumar RishapKR
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Kumar Rishap

@kumarrishap

I build distributed backend and AI systems for real-time inference and developer platforms.

India
Message

I've built distributed backend inference services at Varcons Technologies, using Kubernetes and 16 GPU-accelerated Ray workers to process real-time streams from 600+ traffic cameras. I also developed a YOLOv8 detection pipeline sustaining 30+ FPS across those feeds.

At NVIDIA Graphics India, I built Python ETL and preprocessing pipelines that reduced batch preparation from eight hours to under five, trained supervised ML models that improved accuracy by 12% over baseline, and annotated 300+ egocentric video samples for action recognition. I also build full-stack and AI products including EduPlatform, TokenWise, and a RAG-based questionnaire-answering tool using Java, Spring Boot, React, FastAPI, LangChain, ChromaDB, Docker, and Kubernetes.

Experience

Work history, roles, and key accomplishments

NVIDIA Graphics India Pvt. Ltd. logoNL

Data & Machine Learning Trainee Intern

Nov 2025 - Feb 2026 (3 months)

Built Python-based ETL and preprocessing pipelines for model development, cutting data preparation time from 8 hours to under 5 hours per batch. Trained and evaluated supervised ML models (Random Forest, Linear Regression) against precision, recall, and F1-score benchmarks, improving accuracy by 12% over baseline. Annotated 300+ egocentric video samples for human action recognition, reducing label

Education

Degrees, certifications, and relevant coursework

AE

AMC College of Engineering

Bachelor of Engineering, Computer Science (AI & ML)

2023 -

Grade: 8.3/10

Activities and societies: Teaching Assistant for Generative AI Applications

Pursuing a Bachelor of Engineering in Computer Science with a focus on AI and ML, achieving a GPA of 8.3/10.

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