Unique Shrestha
mail@uniquestha.com.np un1u3 Kathmandu, Bagmati
Education
Bachelor's in Information Technology
IOST ASCOL, Tribhuvan University
Sep 2024 – Jun 2028 (Expected)
Kathmandu, Nepal
Relevant Coursework
Technical Skills
Programming Languages: Python (Native), C++ (Proficient), SQL (Proficient), C
ML/Data Science: PyTorch (Fluent), NumPy, Pandas, Matplotlib, Scikit-Learn
Frameworks: Django, FastAPI, Flask
Tools: Git, GitHub, Linux Terminal (Conversational), Jupyter Notebooks
Projects
Machine Learning | Feature Engineering | Classification
  • Developed ML pipeline to predict building damage severity from 2015 Gorkha earthquake data
  • Engineered 40+ domain-specific features; evaluated 8+ algorithms (Random Forest, XGBoost, SVM); achieved 0.91 F1-score
  • Supports disaster risk assessment and urban planning initiatives in Nepal
Healthcare ML | Class Imbalance Handling | Clinical Decision Support
  • Built Random Forest classifier to predict hospitalization risk from clinical trial data
  • Designed an interpretable model with feature importance analysis for clinical transparency and patient safety
Deep Learning | NLP | Transformer Architecture | Low-Resource Languages
  • Implemented character-level transformer architecture adapted for Nepali language morphology and syntax
  • Trained neural network to generate coherent Nepali poetry while preserving traditional poetic structures
  • Pioneered transfer learning approach for underrepresented language NLP applications in Nepal
Other Projects
Open Source Contributions
Achievements & Leadership