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My Projects
Welcome to the showcase of my exciting work!
I have engaged in projects in the following categories:
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Instructional design
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Learning Analytics and AI
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Research & Report Writing
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UX Design
Click on projects in each category using the filter below!
Instructional Design
AI in Teaching on Canvas
We developed an online Canvas course for pre-service teachers to effectively integrate artificial intelligence (AI) into their teaching.
Date
Target Users
2024
Pre-service teachers
Tools Used
Canvas, Genially, Asana
Instructional Design
Sustainable Real Estate Course on Canvas
I created a sample Canvas course on Sustainable Real Estate with the use of various interactive tools on LMS, such as Padlet, Genially, Miro, and Figjam.
Date
Target Users
2024
Students of the Sustainable Real Estate Course
Tools Used
Canvas, Padlet, Genially, Miro, Figjam
Instructional Design
Online Music Courses on Articulate 360
Many elementary students struggle with diverse levels of music theory knowledge. I created a 45-minute online Basic Music Theory course to harmonize these differences with engaging, interactive lessons on notes, rhythms, scales, and chords. Using videos, flashcards, and quizzes, it prepares students for formal music curricula, making learning fun and effective.
Date
Target Users
2024
Grade 4-6 elementary school students
Tools Used
Articulate 360, Genially, H5P
Learning Analytics and AI
Discourse Analytics
This project analyzes comments from Perusall readings using Natural Language Processing (NLP) techniques. This involves loading the data, tokenizing text, cleaning the data, creating n-grams, and performing TF-IDF analysis. The aim is to explore word usage, identify key terms, and conduct sentiment analysis.
Date
Target Users
2024
Educators
Tools Used
Exploratory
Learning Analytics and AI
AI Critical Thinking Activity Creator
This project creates a multi-agent system using CrewAI to generate critical thinking activities for any user-specified topic. It uses a large language model from Groq and the Chainlit framework for the chat interface.
Date
Target Users
2024
Educators
Tools Used
Python, Visual Studio Code, Groq, Chainlit, CrewAI
Learning Analytics and AI
Predictive Analytics of Student Performance
This project focuses on predicting student performance using data from two schools related to Math and Portuguese language subjects. The data includes various predictors such as grades, demographic information, and school-related attributes. The goal is to develop and evaluate different predictive models (linear regression, logistic regression, decision tree, and random forest) to forecast final grades and identify students at risk of failing.
Date
Target Users
2024
Educators
Tools Used
Exploratory
Learning Analytics and AI
Descriptive Analytics of Reading Behaviors
This project involves an in-depth analysis of reading behaviors concerning two academic papers, Selwyn and Wise. Using data derived from CSV files on page visits, comments, and annotations, the project aims to provide insights into reading patterns and contribution quality. The final report includes both graphical visualizations and textual interpretations of the data, assessing how students interacted with the readings in terms of time, attention, and annotation quality.
Date
Target Users
2024
Educators
Tools Used
Exploratory
Learning Analytics and AI
AI Virtual Learning Analyst
This project creates a AI data analysis agent that allows users to ask questions about data they upload in CSV format. It uses the large language model from Groq and the Chainlit framework for the chat interface.
Date
Target Users
2024
Students
Tools Used
Python, Visual Studio Code, Groq, Chainlit
Learning Analytics and AI
AI Essay Tutor
This project creates an interactive AI essay tutor that guides users in improving their writing step-by-step using a large language model from Groq. It utilizes Langchain to structure the interaction with the AI and Chainlit to build the chat interface.
Date
Target Users
2024
Students
Tools Used
Python, Visual Studio Code, Groq, Langchain, Chainlit
Learning Analytics and AI
Social Network and Pattern Analysis
This project focuses on analyzing conversation patterns from Perusall readings by constructing network graphs for each reading. The goal is to explore how students interacted through comments, replies, and upvotes. The assignment involves creating network visualizations using Gephi, analyzing the conversation structures across different readings, and generating insights based on the interactions between students.
Date
Target Users
2024
Educators
Tools Used
Exploratory, Gephi
UX Design
UniPath: One-Stop App for University Resources
This thesis project presents “UniPath”, an AI-driven app designed to enhance university student support services by centralizing academic, career, and mental health resources. Drawing from personal experiences and extensive research, this paper investigates the primary challenges students face in accessing fragmented and decentralized support resources in higher education and the potential of AI to enhance personalized support. Findings highlight the significance of a centralized support system, the benefits of integrating AI-driven insights, and the importance of user-friendly technology. The proposed solution, UniPath, seeks to streamline access to these resources, improve student experiences, and inform best practices in higher education support services.
Date
Target Users
2024
University students
Tools Used
Figma, Powtoon (video maker), Procreate, Miro
UX Design
Music Learning App Prototype on Photoshop
I designed a prototype of a music theory learning app using Photoshop that focuses on a clean and intuitive user experience.
Date
Target Users
2024
Users interested in learning music theory
Tools Used
Photoshop
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