Oussama Ibrahim

• Building AI automation pipelines and intelligent workflow systems using LLMs, RAG, vector databases, and orchestration
tools (n8n, Zapier) - directly applicable to AI & Automation internship responsibilities.
• Designing data ingestion, transformation, and retrieval pipelines feeding AI-powered business applications, with hands-on
experience in prompt engineering, tool calling, and workflow monitoring.
• Collaborating with cross-functional teams to translate business requirements into automated, data-driven solutions.

• Designed and managed large-scale data pipelines for scientific machine learning research, performing data ingestion, prepro
cessing, feature engineering, and structured analysis.
• Built modular experimentation frameworks with systematic data versioning and result tracking, enabling reproducible ana
lytical workflows.
• Applied statistical modeling and data-driven techniques to extract insights from complex, high-dimensional datasets.

• Developed end-to-end data pipelines integrating multimodal datasets, cloud storage (AWS S3), and vector databases, with
full data quality validation and monitoring workflows.
• Built analytical dashboards using React to visualize model outputs and KPIs for clinical and business stakeholders - translating
complex AI results into actionable visual reports.
• Implemented experiment tracking and reporting workflows using MLflow, enabling data-driven decision making across the
research team.
• Automated data processing and reporting tasks using Python scripts and API integrations, reducing manual effort and
improving pipeline reliability.

• Extracted, cleaned, and structured large-scale meteorological datasets from multiple Lebanese regions, performing ETL
operations and exploratory data analysis.
• Built predictive modeling and feature engineering workflows to identify trends and deliver actionable insights and reports to
research stakeholders.
• Ensured data quality, consistency, and documentation across all datasets for ongoing monitoring and reporting.