Fatima AIT MAHAMMED

• Development of advanced supervised learning algorithms for handling system failures.
• Working on the use of Artificial Intelligence techniques for feature engineering tasks to identify the root causes of bugs.
• Investigating the use of open-source Large Language Models (LLMs) for bug localization in software systems.
• Skills: Artificial Intelligence(AI), Machine learning, Data analysis, Research, Natural Language Processing, Scikit-learn, Tensorflow, Transformers.

D2K+: Deep Learning of System Crash and Failure Reports for DevOps:

• Analyzed key features of crash reports to improve the quality of bug report content.
• Implemented methods for automatic fault classification using topic analysis techniques applied to bug reports.
• Developed an automatic log file recommendation system for reporting crash reports using a machine learning method which helped developers save time in resolving bugs.

Skills: Machine Learning, Supervised Learning, Topic Analysis, Natural Language Processing, Scikit-learn, NumPy, Matplotlib, Model Evaluation, Data Analytics, Data Visualization, R Programming.

• Led the "DataHub" project focused on email identification and classification using Machine learning techniques.
• Conducted sentiment analysis on customer emails to evaluate customer satisfaction levels.

Skills: Machine Learning, Supervised Learning, Clustering Techniques, Natural Language Processing, Sentiment Analysis, Data Analytics, SQL Databases, Java Programming.

• Conducted workshop sessions for the Java Programming course.
• Assisted students with course-related queries and assignments.
• Graded assignments and exams for students.

• Responsible for developing a dynamic website.

Skills: Web engineering, Php Programming, SQL Databases

• Developed a maintenance analysis tool for telecom equipment.
• Designed and implemented database updates.