I'm a Software Engineer focused on building transformative systems. My expertise spans ML, Data Engineering, and Software Development, with a passion for creating solutions that drive real-world impact.
🔭 Currently at Openspace Ventures, architecting end-to-end AI solutions that revolutionize investment processes and accelerate portfolio company growth. Leading the development of scalable microservices and high-impact data science initiatives.
🌱 Actively contributing to open-source and always open to collaborating on innovative projects that push technological boundaries.
- Implementing attention mechanisms for improved caption generation
- Experimenting with transfer learning using pre-trained vision models
- Conducted architecture experiments comparing different encoder-decoder setups
- Tech: PyTorch, Transformers, ResNet, BERT
- Built RAG system for analyzing Singapore datasets using LangChain
- Implemented custom function calling for data manipulation tasks
- Created autonomous agent system for end-to-end analysis workflow
- Leveraged vector stores for efficient context retrieval
- Tech: LangChain, OpenAI, FAISS, Pandas
- Experiments with traditional ML and neural networks
- Tech: scikit-learn, TensorFlow, XGBoost
- Developed automated data pipeline using Apache Airflow
- Implemented ML experiment tracking with MLflow
- Created CI/CD pipeline for model deployment
- Built monitoring system for model performance
- Tech: Airflow, MLflow, Docker, GCP
- Developed full-stack web application for finance management
- Implemented CRUD operations with responsive UI
- Built RESTful API with authentication
- Created interactive dashboards for expense analysis
- Tech: React
