I am a final year student at Nanyang Polytechnic, specializing in Applied AI and Analytics. I am dedicated to bridging the gap between complex data architecture and executive strategy.
I specialize in building end-to-end ML pipelines, high-performance web scraping, and AI-driven simulations. Passionate about uncovering insights and making predictions, I leverage Python, SQL, and Power BI to solve real-world challenges across different sectors.
| Category | Tools & Technologies |
|---|---|
| Languages |    |
| Data Science |     |
| AI & Cloud |     |
| Web Dev |     |
| Web Scraping |   |
A gamified financial literacy simulation.
- Tech: Azure OpenAI, LangChain, Python.
- Impact: Integrated LLMs to provide real-time, personalized financial advice based on user-driven gameplay scenarios.
Predictive modeling for medical screening optimization.
- Tech: Scikit-Learn, SMOTE.
- Impact: Addressed significant class imbalance to achieve 65% recall, prioritizing the identification of high-risk patients.
Sentiment analysis for vacuum flask reviews from various e-commerce platforms.
- Tech: SeleniumBase, NLTK (Bigrams/Trigrams), Python.
- Impact: Automated data extraction from Target and performed granular sentiment mapping to identify post-purchase satisfaction gaps.
- LinkedIn: linkedin.com/in/wong-kang-bin
- Email: wongkangbin@gmail.com