Local-first RAG assistant that answers questions across a library of research papers, with page-level citations.
- Chunks PDFs into embeddings backed by ChromaDB and answers with citations in the form (Title, p.N).
- Hosted demo runs on Gemini Flash. The local version runs fully private on Ollama, nothing leaves the machine.
- CLI and Streamlit web UI.
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Playwright MeroShare Automation
Fully automated IPO applications on Nepal's MeroShare portal, with Telegram notifications.
- Logs in, checks IPO availability, verifies share details, auto-fills bank and CRN details and submits with the transaction PIN.
- Optional OpenTofu module for secrets management.
- GitHub Actions workflow runs on a daily schedule at 9:00 AM Nepal time.
😵💫
Hallucination Analysis in LLMs
Comparative study of hallucination behaviour in GPT, Claude and LLaMA on SQuAD 1.1 and 2.0.
- Scores outputs with EM/F1 plus hallucination measures such as fabrication, false abstention, refusal failure and optional NLI-based detection.
- Ships contamination checks, reproducible scripts, saved results and plots.
- Streamlit dashboard for cross-model exploration.
❤️
Heart Disease Prediction
End-to-end ML pipeline on clinical data with SMOTE and cross-validation.
- Benchmarks six models side by side. LightGBM, XGBoost, SVC, MLP, CNN and TabTransformer.
- LightGBM led with roughly 80% accuracy.
Weather and air-quality assistant for asthma patients.
- React front end, Flask back end, Google Gemini for recommendations.
- Pulls National Weather Service and AirNow data, geolocated via OpenStreetMap.
- Responsive web UI plus a CLI.
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Career Preparedness Among Graduates
Analysis of East Texas A&M Graduate Exit Survey data for 2024 to 2029 strategic planning.
- Cleaned and weighted skill scores from Fall 2024 and Spring 2025 cohorts with Pandas.
- Descriptive statistics and the Mann-Whitney U test to compare skill perceptions across demographic groups.
- Visualised with Matplotlib and Seaborn.
SwiftUI iOS timer whose alarms stop themselves.
- Multiple simultaneous timers, presets such as Pomodoro, custom alarm durations and ringtones.
- Live Activities and Dynamic Island countdown with lock-screen controls.
