My Research Projects
Decode Human Movement from Brain Signals - AI/ML Research Project
In In Human-Computer Interaction (HCI) field i have developed AI-based machine-learning models by comparing Random Forest (RF) algorithm and K-Nearest Neighbors (KNN) for decoding that can decode brain signals with intended movement direction from neural signals recorded in the motor cortex activity.
Tech Stack - MATLAB
GitHub - https://github.com/swrraab/Decoding-Human-Movement-from-Brain-Signals
Outcome- This research will help to enable brain-controlled prosthetic limbs, wheelchairs, and assistive devices for individuals with paralysis, spinal cord injuries, or limb loss when physical motion is impaired
Publication - Submitted my research paper for peer review to Curieux Academic Journal and National High School Journal of Science (NHSJS). Currently awaiting editorial decisions.
Artificial Intelligence model for Finding Exoplanets - AI/ML Research Project
Conducted an AI research project focussed on classifying and identifying exoplanets orbiting distant stars using real astronomical data and developed and evaluated AI based models machine learning models like K-Nearest Neighbors, Logistic Regression, Decision Trees, and introductory Convolutional Neural Networks using Python to generate predictions.
Tech Stack - Python, Machine Learning workflows, API integration.
GitHub - https://github.com/swrraab/AI-Model-for-Finding-Exoplanets
Outcome- This AI model can assist scientists in making in making sense of enormous and complex datasets produced by modern telescope. This will address issue of positives in exoplanet detection by distinguish meaningful signals from noise and make large-scale astronomical searches from thousands of stars in a more efficient and accurate way.
Discord AI Movie Recommendation Bot - AI/ML Project
Developed an AI-powered movie recommendation bot which was run on Discord. It was designed to suggest a user’s most likely next movie based on collected data.
Tech Stack - Python, Machine Learning workflows, API integration
GitHub - https://github.com/swrraab/Discord-AI-Movie-Recommendation-Bot---AI-ML-Project
Outcome- Successfully deployed a functional AI recommendation discord bot on discord. Appreciated by users and received positive mentored feedback on versatility and creativity in applying AI/ML concepts.
Financial Expense Tracker - Mobile App Development
Designed and developed a mobile app for Financial expense tracking to improve financial management by using React Native and Expo. Implemented tab-based navigation with React Navigation to switch between app screens.
Built interactive UI components using touch-based inputs, feedback, and conditional logic to improve user engagement, and integrated storage using AsyncStorage to save user financial data.
Tech Stack - JavaScript
GitHub - https://github.com/swrraab/Financial-Expense-Tracker---Mobile-App-Dev
Outcome - This app will address the challenge of financial literacy and management and will encourage user for improving spending habits and tracking income consistently.
