SKILLS AND EXPERTISE
How I Add Value
As a Computer Science student specializing in Machine Learning with hands-on experience across AI, full-stack development, and cloud technologies, I deliver comprehensive solutions from concept to deployment.
Artificial Intelligence & Machine Learning
- Built custom neural networks (MLP, CNN) achieving 93.5% accuracy in brain tumor classification using PyTorch/TensorFlow
- Developed computer vision systems: YOLO v11 object detection, face recognition (OpenCV), medical image analysis pipelines
- Fine-tuned transformer models (DeBERTa, MiniLM) for NLP tasks, deployed on Hugging Face, integrated LLM APIs (Groq, NVIDIA)
- Expert in supervised learning: SVM, Random Forest, XGBoost, Logistic Regression with hyperparameter optimization
- Applied unsupervised methods: K-Means clustering, PCA/t-SNE dimensionality reduction, pattern discovery techniques
Data Science & Analytics
- Proficient in Python data science stack: pandas, numpy, matplotlib, seaborn for EDA and statistical analysis
- Experienced in data preprocessing, feature engineering, and ML pipeline development across multiple domains
- Applied statistical methods: regression analysis, hypothesis testing, A/B testing, and model evaluation metrics
UI/UX Design
- UI/UX Designer Intern creating wireframes, high-fidelity mockups, and interactive Figma prototypes with design systems
- Conducted usability testing and iterative design improvements to enhance user task completion and visual consistency
- Designed user interfaces for e-commerce, shuttle booking, and business management applications
Full-Stack Web Development
- Expert in React, Next.js, ASP.NET WebForms; proficient in TailwindCSS, Material UI, Bootstrap for responsive design
- Built RESTful APIs (Express.js, Flask), integrated databases (Supabase, Firebase, MySQL, MongoDB), Node.js/PHP backends
- Developed interactive data dashboards with Chart.js for competition projects and business applications
Mobile Development
- Built cross-platform apps (React Native) and native apps (Kotlin Android, Swift/SwiftUI iOS, Xamarin C#)
- Implemented mobile features: camera integration, real-time data, offline capabilities, responsive UI design
Project Management & Leadership
- Led software development teams through complete project lifecycles using Trello, Jira, and GitHub workflows
- Competed in programming competitions and hackathons (DLSU Hackercup, CodeChum National Challenge) managing tight deadlines
- Conducted programming workshops and mentored CS students through Mapúa MCL-ACM Student Chapter