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+# Hello!
+
+I'm Duy. A junior studying Computer Science. Check out my [personal website](https://duynguy.vercel.app) deployed on vercel for a quick overview!
+
+## Technical Skills
+- **languages:** Python, C, C++, Java, JavaScript, TypeScript, Flutter, MongoDB
+- **tools:** React, React Native, NextJS, Pytorch, Git
+
+## Experience
+
+1. **Astute Crew LLC (Consumer Start-up)**  
+   I designed and built a full-stack project (still in progress) using Flutter and MongoDB. Project is still private but you can check out the prototype on my website. 
+
+2. **Center for Textual and Spatial Analysis (Stanford)**  
+   I finetuned a small BERT model (~1 million param) to process and analyze a large corpus of historical texts relating to Christianity in the Middle East. 
+
+3. **Axess Capital (Venture Capital)**  
+   I am currently building a full-fletched 3D interactive webpage (beta version is live on my website) using React and ThreeJS. 
+
+## Quantitative Experiences (highlighted on website)
+
+1. **Geneni: Biological AI Agent** 
+   - Integrated AI Agent framework from mpaepper with biological databases using retrieval-augmented generation.  
+   - Benchmarked against ChatGPT 3.5 and achieved 11% better accuracy.  
+   - Website for Live Demo, Paper, and Presentation. 
+
+2. **Predictive Model for Restaurant Success**
+   - My family operates a restaurant. Wanted to see what factors can affect their success. 
+   - Collected and processed 20,000+ restaurant reviews in California via web scraping and Postman API integration.  
+   - Developed predictive models using XGBoost and random forest, achieving 85% accuracy in forecasting restaurant rating.  
+   - Found out that location is the most important factor. 
+
+ 
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