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AI Engineer with less than a year in Machine Learning & Computer Vision
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Assessing your cultural and operational fit
AI-focused Computer Science senior student specializing in machine learning, computer vision, and agent-based AI systems. Experienced in building end-to-end ML pipelines with model optimization and rigorous evaluation.
Ain Shams Dual Degree University (University of East London)
B.Sc. · Computer Science - Artificial Intelligence
August 1, 2022 – June 30, 2026
Support Student Activity
Machine Learning Mentor
January 1, 2025 – Present
India
Agentic AI Recruiter
January 1, 2026 – Present
Designing a multi-agent AI recruitment system using FastAPI, PostgreSQL, and LangGraph for structured CV parsing and automated interview workflows.
Steam Review Score Prediction
January 1, 2025 – December 31, 2025
Engineered advanced features and trained CatBoost, XGBoost, and LightGBM; tuned CatBoost achieved 59.6% multi-class accuracy.
Fine-Grained Fruit Quality Assessment
January 1, 2025 – December 31, 2025
Built ViT and ResNet-based image classifiers; best model achieved 96.55% validation accuracy.
Blood Cell Detection
January 1, 2025 – December 31, 2025
Trained YOLOv5 from scratch achieving mAP@0.50 = 0.86, mAP@0.50:0.95 = 0.49, Precision = 0.78, and Recall = 0.82.
Food & Fruit Recognition + Calorie Estimation
January 1, 2025 – December 31, 2025
Built a multi-stage computer vision pipeline using ResNet18/50 and Siamese Networks; achieved 100% binary accuracy and 99%+ multi-class accuracy; segmentation via U-Net (IoU ~0.99) and DeepLabV3+ (Dice ~0.93).
UCI Heart Disease Full ML Pipeline
January 1, 2025 – December 31, 2025
Applied feature selection (RFE, Chi-Square), PCA, clustering, and tuning across multiple classifiers; best model achieved 95.1% accuracy and 0.958 AUC.
AI & Machine Learning Summer Camp
Sprints x Microsoft
January 1, 2025 – Present
5-Day AI Agents Intensive Course
January 1, 2025 – Present
Machine Learning Specialization
DeepLearning.AI
January 1, 2025 – Present
Data Science Program
Digital Egypt Pioneers Initiative (DEPI)
January 1, 2025 – Present
LangGraph Complex AI Agents
Self-Directed
January 1, 2025 – Present
Deep Learning Specialization
Self-Directed
January 1, 2025 – Present
IBM Structured Programming Contest
IBM
January 1, 2023 – Present
Cultural Fit Analysis
The candidate's academic projects demonstrate a strong interest and initiative in various AI domains, including computer vision, traditional machine learning, and agentic AI. Participation in certifications from Google, DeepLearning.AI, and Microsoft, along with a programming contest, shows a proactive learning attitude and a drive for continuous improvement. The mentorship role indicates a willingness to share knowledge. The breadth of skills and project diversity suggest a good alignment with an innovative and learning-oriented culture, typical for an AI Engineer role. However, the lack of professional experience outside of a part-time mentorship means exposure to diverse team dynamics and corporate environments is limited.
Soft Skills & Operational Fit
The candidate's project descriptions indicate a structured approach to problem-solving and a focus on rigorous evaluation. The mentorship role suggests an ability to communicate technical concepts. However, without specific behavioral assessment data, it's difficult to fully assess soft skills like teamwork, adaptability, or stress handling. The academic nature of most projects means real-world operational fit in a production environment is yet to be proven.