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General Information
Full Name | Leen Alzebdeh |
Languages | English, Arabic |
Education
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Sep 2024-Jun 2026
Master of Science, Computing Science
University of Alberta, Edmonton, Alberta
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2020-Jun 2024
Bachelor of Science, Specialization in Computing Science
University of Alberta, Edmonton, Alberta
- First Class Standing (GPA≥3.5)
Skills
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Languages: Python, C, Java, Julia, JavaScript/ TypeScript, SQL, HTML/CSS, XML.
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Technologies: NumPy, PyTorch, Keras, TensorFlow, Pandas, scikit-learn, Matplotlib, React (ES6), Django, Android, Git, JUnit, Docker NLTK, Linux, Shell.
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Databases: MongoDB, PostgreSQL.
Experience
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Jan 2024-Present
Student Researcher
University of Alberta: Department of Medicine, Edmonton, Alberta
- Developing a PyTorch Temporal Fusion Transformer model to predict blood glucose levels for hospitalized type 2 diabetes patients, utilizing time series data from electronic medical record.
- Performing feature engineering to enhance model performance, including the extraction and creation of new features from raw time series data.
- Staying updated with the latest research and developments in time series forecasting and machine learning in healthcare, applying new techniques to improve the model's performance.
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Jul 2022- Present
Street Team Member
Reverb Communications, Edmonton, Alberta
- Establish booths to educate the public on train-related safety ahead of the valley train line opening.
- Present and disseminate educational materials, proactively addressing inquiries to enhance public knowledge and adherence to train safety protocols.
- Engaged large audiences, reaching 80+ persons per hour regularly.
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Sep 2022-Dec 2022
Frontend Developer
Zero RampUp, Remote
- Collaborated in a 7-member team to develop and deploy a business website from scratch, using JavaScript.
- Utilized Agile methodology with weekly stand-ups and sprint planning.
- Developed custom React Hooks to facilitate seamless retrieval of asynchronous data from a REST API and dynamically update website components.
- Engaged in pair programming with frontend developers and conducted code reviews to ensure code quality.
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2020-2024
Tutor
Paper Edu, Remote
- Tutored K-12 students in computer science and mathematics, earned an average of 94% positive reviews.
- Provided code review for computer science students in Java, Python, C and JavaScript.
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Jul 2018-Aug 2018
Intern
University of Alberta, Edmonton, Alberta
- Collaborated on a 6-week research project to optimize the performance of a program that simulates the board game Hex, mainly through refactoring and rewriting existing code.
- Presented the findings to an audience of over 30 peers, faculty, and industry professionals. This presentation demonstrated improved program performance metrics and facilitated an interactive Q&A session.
Projects
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Feb 2023-Apr 2023
ROS Developer
Autonomous Robot Driving Using Robot Operating System (ROS)
- DContributed to a team of 5 to develop a blogging/social network platform web app that is linked with other teams’ unique APIs and can aggregate activity from their web servers.
- Built the app's backend, integrated APIs, and wrote unit tests in Django.
- Tools, Python, NLTK, Pandas.
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Nov 2021-Dec 2021
NLP Developer
NLP-Based Relation Extraction & Classification
- Developing and optimizing a Naive Bayes classifier for NLP, focused on extracting and categorizing semantic relationships from text, utilizing advanced data preprocessing and evaluation techniques including 3-fold cross-validation on the FewRel dataset.
- Tools, Python, PyTorch, NumPy.
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Nov 2021-Dec 2021
Computer Vision Developer
Semantic Image Segmentation on MNISTDD-RGB
- Customized a U-Net model for image segmentation on the MNIST Double Digits RGB dataset and achieved 86% accuracy.
- Tools, Python, PyTorch, NumPy.
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Mar 2023-Apr 2023
Machine Learning Developer
Linear Regression, Neural Networks and SVM to Predict Edmonton’s Weather
- Implemented linear regression, neural networks, support vector machine (SVM) algorithms to predict temperature and precipitation using Edmonton's daily weather dataset.
- Tools, Python, Matplotlib, NumPy, TensorFlow, scikit-learn, sodapy.
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Jan 2023–Apr 2023
Django Backend Developer
Distributed Social Networking Web App
- Contributed to a team of 5 to develop a blogging/social network platform web app that is linked with other teams’ unique APIs and can aggregate activity from their web servers.
- Built the app's backend, integrated APIs, and wrote unit tests in Django.
- Tools, Python, Django, React.
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Sep 2021-Dec 2021
Android Developer
Habit Tracking App
- Collaborated in a team to create a social media Android app using Java, XML and Cloud Firestore.
- Implemented a map to share a post’s location, with address search and selection using Geolocation API.
- Employed JUnit for unit testing to enhance code quality and prevent bugs.
Presentations
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Apr 2024
Alzebdeh L, Lin C. Glucose Prediction and Automated Insulin Dosing in Hospitals. Endocrinology division, University of Alberta; Edmonton AB. April 2024.
Relevant Courses
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CMPUT 401 - Software Process and Product Management
- Demonstrated best practices in software project and product development.
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CMPUT 461 - Introduction to Natural Language Processing (NLP)
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CMPUT 328 - Visual Recognition
- Implemented supervised and unsupervised machine learning methods, such as Autoencoders, LTSM, and unsupervised domain adaptation
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CMPUT 291- File and Database Management
- Explored entity-relationship model; relational model, and implemented projects in SQL, and MongoDB.
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CMPUT 366 - Introduction to Artificial Intelligence
- Implemented a Q-learning algorithm to solve a maze problem.
- Explored algorithms to solve deterministic shortest path problems, such as A*, heuristic depth search, and branch and bound.
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CMPUT 204 - Algorithms I
- Explored and implemented many searching, sorting, and graph algorithms.
Volunteer Experience
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Barista at The Carrot Community Arts Coffeehouse
- Skillfully prepared beverages and fostered a warm, inviting atmosphere, enhancing community engagement at the coffeehouse.
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Art Booth Coordinator at The Works Art & Design Festival
- Managed an art booth, presented artworks, and interactively engaged with visitors, enriching their experience and understanding of the art.
Academic Interests
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Machine learning
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AI in healthcare
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Machine vision
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Time-series predictions
Other Interests
- Hobbies: Cooking new cuisines (currently Korean), reading (Life 3.0 by Max Tegmark at the moment), sketching.