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Building a Single-Layer Image Classifier

Year: 2024 | Institution: Carnegie Mellon University

Topic: Machine Learning

Description: This project involves building and training a single-hidden-layer neural network to classify handwritten letters from an image dataset using a custom implementation of backpropagation.

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Logistic Regression - Sentiment Analysis of Restaurant Reviews

Year: 2024 | Institution: Carnegie Mellon University

Topic: Machine Learning

Description: This project involves implementing a binary logistic regression model to classify restaurant reviews as positive or negative using word embeddings for feature extraction.

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Building a Decision Tree Classifier

Year: 2024 | Institution: Carnegie Mellon University

Topic: Machine Learning

Description: This project involves building a binary decision tree classifier from scratch and applying it to various binary classification tasks.

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Building a Majority Vote Classifier

Year: 2024 | Institution: Carnegie Mellon University

Topic: Machine Learning

Description: This project involves implementing a Majority Vote Classifier to predict binary labels for datasets and measure the classifier’s error rates.

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Predicting Retail Horizons with Python: A Time-Series Analysis of Walmart Sales

Year: 2024 | Institution: Queen Mary University

Topic: Data Science

Description: The project was my undergraduate final year thesis, and it explored various time-series forecasting models applied to Walmart sales data to improve retail sales predictions.

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Implementing and Training a CIFAR-10 Image Classifier

Year: 2024 | Institution: Queen Mary University

Topic: Deep Learning

Description: This project implements and trains a deep learning model for classifying images from the CIFAR-10 dataset, focusing on achieving high accuracy.

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Product Development for a Tesla eVTOL

Year: 2024 | Institution: Queen Mary University

Topic: Product Development

Description: This project focuses on the development and market research of a Tesla-branded electric vertical take-off and landing (eVTOL) vehicle for urban air mobility.

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Ethnographic Study and User-Centered Interactive System Design for Educational Technology

Year: 2024 | Institution: Queen Mary University

Topic: User Experience

Description: This project focused on an ethnographic study investigating the interactions between students, faculty, and educational technologies, followed by designing a speculative interactive system to enhance the learning experience.

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Design and Cognitive Analysis of an Interactive Learning Wall

Year: 2024 | Institution: Queen Mary University

Topic: User Experience

Description: This project involved designing a multimodal interactive learning system and analyzing it through Distributed Cognition and Activity Theory frameworks.

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Developing a Single-Page Online Newspaper Web-Application

Year: 2023 | Institution: Queen Mary University

Topic: Web Development

Description: This project involved building a dynamic and interactive online newspaper web app using Django for the backend and Vue.js for the front end.

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Data Mining Project on Wine Dataset and Country Income Analysis

Year: 2023 | Institution: Queen Mary University

Topic: Data Science

Description: This project focuses on data mining tasks using the Wine dataset and the Country Income dataset, including PCA analysis and data preprocessing techniques.

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Data Mining Techniques for Outlier Detection and Association Rule Analysis

Year: 2023 | Institution: Queen Mary University

Topic: Data Science

Description: This project involves implementing data mining techniques to analyze association rules, detect outliers, and perform clustering on text data using machine learning methods.

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NYC Taxi Data Analysis Using Apache Spark

Year: 2023 | Institution: Queen Mary University

Topic: Data Science

Description: This project involved processing and analyzing large-scale NYC taxi data using Apache Spark to identify trends and patterns.

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Development of QMUL Issues and Feedback System

Year: 2023 | Institution: Queen Mary University

Topic: Software Engineering

Description: This project focuses on developing a web-based system that allows QMUL students to apply for ECs, report issues, and track their tickets.

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