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Iman-hamdan/README.md

👋 Hi, I'm Iman Hamdan!


🚀 About Me

I’m currently pursuing a Master’s in AI Engineering at the University of San Diego, expected to graduate in April 2026. With a strong foundation in SEO, data analysis, and project management, I’m focused on building applied machine learning solutions—especially in NLP, forecasting, and data-driven decision-making.


🚀 Featured Projects

Project What it does Tech Links
Sentiment‑Enhanced Forecasting Benchmark-driven financial sentiment index + stock return forecasting (FNSPID + FinBERT). Jupyter Notebook, NLP Repo
AI Keyword Clustering AI-powered keyword clustering using BERT embeddings to group keywords by semantic similarity. Python, BERT Repo
Drug Review Sentiment Analysis NLP model to classify patient drug reviews and extract actionable sentiment signals. Jupyter Notebook, NLP Repo
Diabetes Stats Model Health indicators analysis + hypothesis testing and modeling to predict diabetes likelihood. Jupyter Notebook, ML Repo
Composer Classifier Classifies music composers from features/data (ML classification project). Python, ML Repo

Highlights

  • Sentiment‑Enhanced Forecasting — Method: combined FinBERT-based sentiment signals with a forecasting workflow; Result: produced an interpretable sentiment index used to support stock return forecasting.
  • AI Keyword Clustering — Method: generated BERT embeddings and clustered keywords by semantic similarity; Result: generated clustered keyword groups that can be used for SEO content planning and topic mapping.
  • Drug Review Sentiment Analysis — Method: trained an NLP classifier on patient drug-review text; Result: enabled positive/negative sentiment classification to summarize patient experience at scale.
  • Diabetes Stats Model — Method: performed EDA + hypothesis testing and trained baseline ML models; Result: identified likely predictors and validated key hypotheses to support diabetes risk modeling.
  • Composer Classifier — Method: trained a supervised multi-class classification model on composer-related features; Result: trained a classifier that predicts composer labels from input features.

🎓 Education

  • Master of Science in AI Engineering
    University of San Diego (Expected April 2026)

  • Bachelor of Computer Science
    Applied Science Private University, Graduated June 2003


💻 GitHub Stats

Iman's GitHub Stats Top Languages


🔥 Contributions & Streak

GitHub Streak


🛠️ Languages & Tools

Programming Languages
Python
R
SQL JavaScript

AI/ML Frameworks
TensorFlow
PyTorch
Scikit-Learn

Other Tools
Git
Jupyter
VS Code Tableau Pandas Matplotlib OpenCV GitHub


🔍 Interests

  • Healthcare Data Science: Using AI to improve patient outcomes and insights.
  • Natural Language Processing (NLP): Specialized in sentiment analysis and text classification.
  • Machine Learning & AI: Developing predictive models for data-driven decision-making.
  • Technical SEO & Analytics: Leveraging data to optimize user experience and organic reach.

📈 Career Goals

I am passionate about exploring intersections between data science, AI, and healthcare. My goal is to create impactful AI solutions that enhance decision-making and drive innovations in healthcare.


📫 Connect with Me

Popular repositories Loading

  1. ai-keyword-clustering ai-keyword-clustering Public

    AI-powered keyword clustering using BERT embeddings

    Python 3

  2. Diabetes-Stats-Model Diabetes-Stats-Model Public

    Jupyter Notebook 1

  3. seo-python-project seo-python-project Public

    Python project for data-driven SEO analysis

    1

  4. aai-501-group7-sentiment-analysis-drug-reviews aai-501-group7-sentiment-analysis-drug-reviews Public

    Jupyter Notebook 1 1

  5. Titanic_EDA_Project Titanic_EDA_Project Public

    Jupyter Notebook 1

  6. aai-iot-lab-sessions aai-iot-lab-sessions Public

    Forked from amarbut/aai-iot-lab-sessions

    Jupyter Notebook 1