Company: Bell Canada

Position: Junior Data Analyst

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Tasks

• Analyze enterprise data trends and build interactive dashboards to support Bell's AI-driven solutions improving customer experience and operational efficiency for 22+ million customers annually
• Perform deep-dive ad-hoc analyses using SQL and statistical methods to extract insights for cross-functional teams

Tools: SQL, Python, Power BI

Lab: Upanzi lab @ CMU-Africa

Position: AI Research Engineer (Computer Vision Focus)

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Tasks

• Implemented a computer vision pipeline for secure user identification by matching faces against National ID photos
• Built an XGBoost-based predictive model for energy consumption forecasting, enabling data-driven subsidy allocation
• Published a research paper

Tools: OpenCV, DocTr, Python, Flask

Lab: CSC1401 "Computer Programming in Python"

Position: AI Research Engineer

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Tasks

• Provided individual support through 32 group tutoring sessions and 10 office hours, serving 40+ students
• Developed quizzes and practice problems to improve passing rate average
• Developped an end of semester project GaleryHub
• Graded assignments and quizzes, and tracked gardes in Excel

Tools: Python, Excel Spreasheets

Lab: CSC1401 "Computer Programming in Python"

Position: AI Research Engineer

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Tasks

• Provided individual support through 32 group tutoring sessions and 10 office hours, serving 40+ students
• Developed quizzes and practice problems to improve passing rate average
• Graded assignments and quizzes, and tracked gardes in Excel

Tools: Python, Excel Spreasheets

Lab: CSC4303 Applied Research supervised by Dr. Violetta Cavalli Sforza

Position: AI Research Assistant (ArabicNLP focus)

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Tasks

• Developed the first structured Arabic Knowledge Graph by gathering data from multiple sources (primary school textbooks levels 1-3)
• Designed and implemented end-to-end NLP pipeline using fine-tuned CAMeLBERT-Mix for NER, XLM-RoBERTa for relationship extraction, and Neo4j for graph storage achieving 85\%+ extraction accuracy

Tools: Python, Excel Spreasheets

Company: Caisse de Dépôt et de Gestion (CDG Group)

Position: AI Engineer (NLP focus)

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Tasks

• Developed FiNER, a specialized Named Entity Recognition model for financial documents, addressing the need for automated entity extraction from unstructured financial texts
• Collected financial text data via a local OCR system and created data cleaning and preprocessing pipelines
• Fine-tuned XLM-RoBERTa transformer model with domain-specific metrics, achieving 98% overall accuracy across 6 critical named entities
• Successfully deployed model to production environment, allowing for automated financial document processing

Tools: Python, Sckit-learn, PyTorch, HuggingFace transformers

Company: Center of Learning Excellence at Al Akhawayn University

Position: Peer Tutor

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Tasks

• Delivered 160+ peer-to-peer tutoring sessions in C, Python, Java, data analysis, database systems (PostgreSQL), calculus I & II, and discrete mathematics
• Adapted teaching strategies to suit various learning styles and academic levels.
• Achieved the highest tutor satisfaction score (9.957 / 10.00) and earned recognition as the best discrete mathematics tutor.

Tools: Python, Sckit-learn, PyTorch, HuggingFace transformers

Company: Center of Learning Excellence at Al Akhawayn University

Position: Peer Tutor

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Tasks

• Collected and cleaned research datasets for exploratory data analysis in ML workflows
• Conducted literature reviews and drafted technical summaries for ongoing research projects

Tools: Excel, Zotero, LaTex

Company: Office of International Programs at Al Akhawayn University

Position: Peer Tutor

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Tasks

• Project 1: Coordinated with the US Department of Veterans Affairs to maintain accurate and up-to-date records, supporting the ability of Al Akhawayn University to offer benefits to veteran students in the future
• Project 2: Collaborated with the Financial Aid Office to identify Al Akhawayn University's adherence to Title IV regulations, mitigating risks related to federal funding

Tools: Excel, Word Document, Micro