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yassinyasser200/README.md

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⚑ About Me

class YassinYasser:
    name       = "Yassin Yasser"
    location   = "Cairo, Egypt πŸ‡ͺπŸ‡¬"
    role       = "Machine Learning Engineer"
    education  = "B.Sc. AI & Machine Learning β€” Helwan University"
    programme  = "DEPI Scholar Β· Microsoft ML Track (Egypt National AI Initiative)"

    focus      = [
        "End-to-end ML pipelines",
        "Computer Vision & Medical AI",
        "NLP & Keyword Extraction",
        "Evolutionary Algorithms",
        "Cloud Deployment (Azure Β· AWS)",
    ]

    currently  = "Building things that work in production, not just notebooks."
    ask_me     = "Anything about ML, deployment, or getting from idea β†’ live API."


πŸ› οΈ Tech Stack

Languages

ML / Deep Learning

Deployment & Cloud

Data & Visualization

Tools



πŸš€ Featured Projects

πŸ”¬ Skin Cancer Detection

7-class dermatoscopic classifier on 10,015 images (HAM10000). Transfer Learning via ResNet18 & DenseNet121. Targeted >80% melanoma recall using focal loss + WeightedRandomSampler to tackle 30:1 class imbalance. Deployed as a FastAPI endpoint with confidence scores + medical disclaimer.

🎬 Coevolutionary Recommendation Engine

Potter & De Jong CCEA framework from scratch on MovieLens 100K (943 users Β· 1,682 items). 8 full EA components, island model topology, fitness sharing. RMSE β‰ˆ 0.987 validated over 30 runs with Wilcoxon tests (p<0.05). Live Streamlit dashboard with evolution visualisation.

πŸ”‘ Advanced Keyword Extraction System

Benchmarked 4 NLP methods (TF-IDF Β· TF-IDF+KMeans Β· W2V Β· W2V+KMeans) on 50 DOJ press releases. TF-IDF Advanced won best F1 + diversity. Full evaluation: Confusion Matrix, Precision@K, Jaccard heatmaps. Live on Streamlit Cloud β€” no setup needed.

✍️ Handwritten Letter Classifier

Full-stack OCR app on 26-class EMNIST. RandomForest on HOG features hit 94.7% accuracy, outperforming Decision Tree baseline by 12pp. Containerised Flask REST API for real-time predictions via web interface.



πŸ“Š GitHub Stats



πŸ… Certifications & Programmes

Credential Issuer
🟦 Microsoft Azure AI Essentials Professional Certificate Microsoft & LinkedIn Learning
🟧 AWS Solutions Architecture Job Simulation Forage / Amazon Web Services
🐍 Introduction to Predictive Analytics in Python DataCamp
πŸ€– AI Foundations: Machine Learning LinkedIn Learning
🌍 DEPI Scholar β€” Microsoft ML Track Digital Egypt Pioneers Initiative
🌍 Community & Data Analytics Volunteer ALX Africa β€” Voltra Programme


🌍 Community

Volunteer at ALX Africa β€” Voltra Programme Β· Organising AI hackathons & cybersecurity events across Egypt's tech community.
DEPI Scholar Β· Part of Egypt's national initiative to build the next generation of AI engineers in partnership with Microsoft.



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