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stedcheng/README.md

Sted Micah T. Cheng

About Me

  • Master in Data Science (cand.), Ateneo de Manila University (2026)
  • Bachelor of Science in Applied Mathematics with Specialization in Data Science, Ateneo de Manila University (2025)
  • Looking for roles on data analytics, data science, machine learning, artificial intelligence, automation

Important Links

Projects

Data Visualization and Dashboards

Repository Link Softwares/Packages/Concepts Used Description
order-location-dashboard Python, pandas, matplotlib, plotly, streamlit, geospatial data, geodataframes, Google Cloud Platform, Supabase Created an interactive dashboard to track order counts and turnover times across logistics partners and locations
product-placement-clustering Python, machine learning, clustering, sklearn Applied k-means and hierarchical clustering on clickstream data and recommended product placements
dynasties-philippine-politics Python, Streamlit Visualized political networks and socioeconomic data across provinces and years using network analysis and PCA

Machine Learning, Predictive Analytics, and Simulation

Repository Link Softwares/Packages/Concepts Used Description
fruit-cnn Python, convolutional neural networks, computer vision, tensorflow Investigated the effects of color transformations on convolutional neural networks to classify fresh and rotten fruits
usd-php-arima-garch-forecasting R, time series, forecasting, ARIMA-GARCH Modeled USD/PHP exchange rate volatility using ARIMA‑GARCH, supporting risk analysis with short‑term forecasts
dengue-sarima-forecasting R, time series, forecasting, SARIMA Forecasted dengue incidence in Iloilo using SARIMA, identifying multi‑year outbreak cycles for public health planning
inmates-last-words-text-analysis R, natural language processing, text analysis Performed thematic analysis and demographic clustering with Latent Dirichlet Allocation on Texas inmates' last words
product-placement-clustering Python, machine learning, clustering, sklearn Applied k-means and hierarchical clustering on clickstream data and recommended product placements
marketing-strategies-simulation Python, modeling and simulation, agentpy Developed an agent-based model with AgentPy about effects of brand marketing strategies on consumer behavior
political-hhi-geospatial-regression R, ordinary least squares regression, geospatial regression, economics Utilized OLS and geospatial regression to predict Philippine political dynastic index based on economic factors
CNN-cyberbullying Python, natural language processing, convolutional neural networks, pytorch Classified cyberbullying tweets using natural language preprocessing techniques and convolutional neural networks

Automation and Scraping

Repository Link Softwares/Packages/Concepts Used Description
facile Python, streamlit, pandas, folium Deployed an enrollment assistant to help students access syllabi links, choose electives, and manage schedule conflicts
quizmaker Python, streamlit [TBA]
eskwelabs-eos-automation Python, streamlit, pandas, matplotlib, Google Slides API, ChatGPT API Automated report creation from 30+ evaluation questions in 4 minutes
eskwelabs-project-staffing-automation Python, streamlit, pandas Assigned 400+ facilitators to seminars, based on schedules, skills, and ratings

Databases

Repository Link Softwares/Packages/Concepts Used Description
food-delivery-database MongoDB Queried and analyzed a food delivery company's MongoDB database, and derived insights for future action
elections Django, CRUD Integrated CRUD operations and ORM queries in Django with SQLite, adding Python visuals for user-driven insights
freecodecamp-relational-databases PostgreSQL TBA

Popular repositories Loading

  1. facile facile Public

    Python 2

  2. quizmaker quizmaker Public

    Python

  3. eskwelabs-project-staffing-automation eskwelabs-project-staffing-automation Public

    Python

  4. political-hhi-geospatial-regression political-hhi-geospatial-regression Public

    Utilized OLS and geospatial regression to predict Philippine political dynastic index based on economic factors

    1

  5. inmates-last-words-text-analysis inmates-last-words-text-analysis Public

    Performed thematic analysis and demographic clustering with Latent Dirichlet Allocation on Texas inmates' last words

    R 1

  6. product-placement-clustering product-placement-clustering Public

    Applied k-means and hierarchical clustering on clickstream data and recommended product placements

    Jupyter Notebook 1