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ClemenGame/README.md

Hi, I'm Nathanael Clementino Rawis 👋

BSc (Hons) Artificial Intelligence graduate from Coventry University with First Class Honours. I am interested in Machine Learning, Natural Language Processing, Data Science, and Software Engineering, with a focus on building practical systems using Python and real-world datasets.

About Me

  • Artificial Intelligence Graduate at Coventry University
  • Interested in Machine Learning, NLP, Data Science, and AI applications
  • Built a phishing email detection system using NLP and machine learning
  • Experienced with classification models, TF-IDF, model evaluation, and data analysis
  • One of the developers of Radical Red Showdown, a live online simulator platform
  • Currently improving my Python, ML engineering, and data science skills
  • Based in Coventry, United Kingdom

Featured Projects

Phishing Email Detection using NLP

A machine learning project that classifies phishing and legitimate emails using Natural Language Processing.

Technologies: Python, scikit-learn, pandas, NumPy, TF-IDF, Jupyter Notebook

Key work included:

  • Text preprocessing and TF-IDF vectorisation
  • Training Logistic Regression, SVM, and Random Forest models
  • Evaluating performance using accuracy, precision, recall, F1-score, and confusion matrices
  • Achieved approximately 97% classification accuracy

Human Activity Recognition using Machine Learning

A machine learning project that classifies human activities using smartphone accelerometer and gyroscope sensor data.

Technologies: Python, scikit-learn, XGBoost, pandas, NumPy, PCA

Key work included:

  • Preprocessing 561 sensor-based features
  • Training Logistic Regression, Random Forest, and XGBoost models
  • Evaluating model performance across six activity classes
  • Best model achieved approximately 95% accuracy

Radical Red Showdown

A live online simulator platform for a large gaming community.

Technologies: JavaScript, Node.js, data management, game logic systems

Key work included:

  • Supporting user-facing features and game logic
  • Working with databases, legality checks, formats, and user feedback
  • Maintaining and improving a complex live codebase
  • Supporting AI battle bot functionality and rule-based decision logic

Technical Skills

Programming: Python, SQL, JavaScript, C++, PHP, HTML Machine Learning & Data: scikit-learn, pandas, NumPy, NLP, TF-IDF, classification models, model evaluation Tools: Git, Jupyter Notebook, VS Code, GitHub Other: Problem-solving, teamwork, communication, analytical thinking, adaptability

Currently Looking For

I am currently seeking graduate opportunities in:

  • AI / Machine Learning
  • Data Science
  • Data Analysis
  • Software Engineering
  • Technology Graduate Schemes

Contact

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