CS Graduate · Open to Junior ML Engineer Roles · Philippines or Remote
I fine-tune NLP models, build recommendation systems, and get them running in production.
- 🎓 BS Computer Science, Mapúa University, 2025
- 🔬 Focus: Machine Learning · Recommendation Systems
- 💼 Seeking: Junior ML Engineer, Philippines or remote
- 🌱 Currently learning: FastAPI · MLflow
- 📍 Pasay, Metro Manila, PH (UTC+08:00)
ML / NLP · HuggingFace Transformers · BERT · DistilBERT · OpenAI Whisper · spaCy · NLTK
Data · Pandas · NumPy · Matplotlib · Seaborn · scikit-learn · GraphQL API · REST API
Deployment · Docker · Hugging Face Spaces · Vercel · Render
| Project | Description | Links |
|---|---|---|
| 🗳️ Transformer Fine-Tuning Pipeline · Political Sentiment | Custom ETL pipeline (YouTube → FFmpeg → Whisper → spaCy coreference) extracting 5,745 labeled sentences to fine-tune 8 BERT/DistilBERT variants with weighted cross-entropy loss, achieving 70.84% accuracy on multi-class sentiment. | Demo · Model · Repo |
| 📺 Kanshi · Browser-Native Recommendation Engine | Ranks 100K+ anime/manga/novel entries client-side using Web Workers to keep the UI non-blocking, with data persisted in a gzip-compressed IndexedDB layer and weighted preference profiles built from the user's AniList rating history. | Demo · Repo |
| 📈 Stock & Crypto Momentum Screener · Signal Engine | Detects trend vs. consolidation via volume-weighted price divergence, ranks assets by momentum return from either trend onset or full lifetime, and is deployed as an Android app with background refresh and real-time push notifications. | Repo |