Applied AI diploma student at Temasek Polytechnic, looking for a machine learning internship. I build ML projects end to end and measure each design choice against a baseline.
| Project | What it is | Stack |
|---|---|---|
| ClauseScout | Contract review on CUAD. A fine-tuned DeBERTa model against a local 7B LLM, with verbatim quotes and a risk playbook. Test found F2 0.752 against 0.500 for keywords. Model on Hugging Face | PyTorch, Transformers, FastAPI, React |
| CiteBank | RAG over DBS, OCBC and UOB annual reports with page citations. Reranking raised MRR from 0.69 to 0.82. | Python, BM25, sentence-transformers, Ollama, FastAPI |
| Credit Risk Scorecard | LightGBM against a WoE scorecard on Home Credit data. Hold-out AUC 0.791, with calibration and fairness checks. | LightGBM, Optuna, scikit-learn, FastAPI |
| BirdLens | Offline Android app for 200 bird species. 75.1% top-1 with a 12.4 MB TFLite model. | TensorFlow, TFLite, Flutter |
Contact: lucalele1007@gmail.com · LinkedIn