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Himmat Pun

@himmatpun

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Machine Learning Engineering student building reproducible ML models and deploying them as FastAPI endpoints.

Nepal

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What I'm looking for

I’m looking to apply and grow my skills on production AI systems across fintech, healthcare, and e-commerce.

I’ve trained an SVC email spam classifier on 84,000+ emails, reaching 98% accuracy with precision and recall both above 90%. I packaged it behind a FastAPI endpoint and used DVC and MLflow to keep experiments and data versions reproducible.

For a next-word prediction project, I built an LSTM language model with sequence generation and preprocessing for a custom text dataset. I deployed it as a FastAPI endpoint for real-time text completion.

I also designed and trained a three-block CNN for cat-versus-dog image classification, then shipped a FastAPI prediction endpoint with an interactive drag-and-drop web UI.

I’m studying Computer System and Information Technology at Pokhara University. I’m looking to apply and grow my skills on production AI systems across fintech, healthcare, and e-commerce.

Experience

Work history, roles, and key accomplishments

Machine Learning Engineering Intern

Pokhara University

Internship focused on building and deploying machine learning models end-to-end, including data cleaning, feature engineering, model training, and packaging behind REST APIs.