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zurielsingh/README.md
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🧠 About Me

I'm a Computer Science graduate with a focus on Machine Learning, Computer Vision, and AI — currently completing my Honours with a research project on sequence modelling for clinical disease progression.

What drives my work:

  • 🔬 Rigour — I care about leakage prevention, validation methodology, and reproducibility as much as the model itself
  • 🛠️ End-to-end builds — from system architecture through to evaluation and writeup
  • 🧩 Different domains — deep learning, NLP, multi-agent LLM systems, game dev, application dev
  • 📚 Currently exploring State Space Models (Mamba) and Transformer architectures for healthcare

🛠️ Tech Stack

Languages


Python
C++
C#
Java
JavaScript
SQL
HTML
CSS

Machine Learning & Data


PyTorch
TensorFlow
scikit-learn
Hugging Face
Pandas
NumPy

Game Dev & Graphics


Unity
SFML
Shader Graph

Tools


Git
GitHub
Linux
VS Code
Bash

🚀 Featured Projects

🧬 Dementia Progression Forecasting

Next-visit MMSE prediction using gated recurrent neural networks on the OASIS-2 longitudinal dataset.

Highlights:

  • BiLSTM achieves R² = 0.75 on held-out test
  • 108-configuration hyperparameter sweep
  • Strict patient-wise leakage prevention
  • 5-fold GroupKFold cross-validation

Python TensorFlow Keras Sequence Modelling

🤖 Python Code Assistant

A multi-agent system that autonomously generates, validates, and executes Python code.

Highlights:

  • Mistral-Instruct + DeepSeek-Coder orchestration
  • Mem0-based persistent memory
  • Sandboxed execution environment
  • Real-time documentation retrieval

Python LLMs Multi-Agent Mem0

📄 Resume Evaluator

Transformer-based résumé scoring system using BERT regression for consistent 0–100 quality scores.

Highlights:

  • BERT-based regression model
  • Achieved R² = 0.993, MAE = 1.38
  • Validation-based checkpointing
  • Substantial improvement over baseline

Python BERT HuggingFace NLP

🎮 Restore Rusty

3D third-person adventure platformer in Unity centred on a toy robot's journey to rebuild himself.

Highlights:

  • AI gameplay via FSMs and Q-Lite RL
  • 6 custom shaders (Toon, Glow, Hologram, etc.)
  • Modular dialogue and physics systems
  • Built with Shader Graph + HLSL

Unity C# HLSL Shader Graph

⚔️ Fractured in Time

A C++ narrative-driven game with branching storylines and multiple endings driven by player decisions.

Highlights:

  • Built with the SFML framework
  • Modular OOP architecture
  • STL-based game state management
  • Multiple endings via decision trees

C++ SFML OOP Game Dev

🔬 Honours Research Project (In Progress)

Comparative study of Mamba-based State Space Models vs Transformer architectures for disease progression modelling on longitudinal clinical data.

Focus areas:

  • Long-sequence robustness
  • Irregular time-gap handling
  • Computational scalability
  • AUROC, AUPRC, Concordance Index

PyTorch Mamba Transformers Healthcare ML

🌱 Currently Learning

  • Computer vision & image processing — beyond classification, into spatial reasoning and segmentation
  • State space models — Mamba, structured state evolution, linear-time sequence modelling
  • Optimisation & modelling — mathematical techniques for structured decision problems
  • Healthcare ML — longitudinal data, irregular sampling, time-to-event modelling
  • Ontologies & knowledge representation — structured reasoning and knowledge bases
  • Agentic AI — multi-model orchestration, tool use, persistent memory

📫 Get in Touch


Pinned Loading

  1. dementia-progression-forecasting dementia-progression-forecasting Public

    Next-visit MMSE prediction using gated recurrent neural networks on the OASIS-2 longitudinal dataset — BiLSTM achieves R²=0.75 across a 108-config hyperparameter sweep with strict patient-wise leak…

    Jupyter Notebook

  2. fractured-in-time fractured-in-time Public

    Forked from UKZN-COMP315-Group15/fractured-in-time

    A C++ choice-driven quiz adventure game with branching storylines

    C++

  3. Python-Code-Assistant Python-Code-Assistant Public

    Forked from UKZN-GroupProjs/Python-Code-Assistant

    A multi-agent python application that assists users in programming in Python

    Python

  4. Restore-Rusty Restore-Rusty Public

    Forked from UKZN-GroupProjs/Restore-Rusty-Final

    A 3D Unity game developed as part of the COMP307 currirculum for the University of KwaZulu-Natal. Please note: we do not claim the use of any copyrighted media used in this project. All assets are …

    C#

  5. Resume-Evaluator Resume-Evaluator Public

    Transformer-based résumé scoring system using BERT regression to generate consistent, objective 0–100 résumé quality scores.

    Jupyter Notebook 1