Bouwles (Paul Nercessian) · GitHub
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  • Dubai, United Arab Emirates
  • 22:04 (UTC +04:00)
  • Instagram paulnercessian

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Achievement: Starstruckx2Achievement: Public SponsorAchievement: Pull SharkAchievement: YOLOAchievement: Quickdraw

Achievements

Achievement: Starstruckx2Achievement: Public SponsorAchievement: Pull SharkAchievement: YOLOAchievement: Quickdraw

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Bouwles/README.md

Paul Nercessian

Student developer in Dubai working on machine learning, simulation, and interactive systems.

LinkedIn Email

I build projects end to end: generating or processing the data, training the model or running the simulation, and presenting the results with tests and clear documentation. My background is in C# and Unity game development; my current focus is ML, computer vision, NLP, and reinforcement learning.

I am in the final year of the IB Diploma at Dubai International Academy Al Barsha (HL: Design Technology, Business, Mathematics AI) and am applying to AI and computer science degree programmes for autumn 2027.

Selected Projects

Project Description Stack
DriftSync Real-time ML system that predicts when a user is about to make a mistake. Synthetic data generation, multiple model paths, uncertainty estimates, and live inference in an interactive app. Python · PyTorch · Pygame
RL Chess and Snake Lab Reinforcement learning experiments: DQN agents for Snake and self-play scaffolding for chess, with replay memory, checkpointing, configurable runs, and metrics. Python · PyTorch · Gymnasium
Four-Way Traffic Simulation (demo) Seeded stochastic simulation comparing fixed-time and adaptive signal control using paired trials and confidence intervals. Built for my IB Mathematics internal assessment. JavaScript
ASL Interpreter Browser-based sign language prototype that turns webcam hand landmarks into sentences, with custom phrases and a tested interpreter core. JavaScript · Computer vision
Arabic Sentiment Analyzer Arabic NLP pipeline with text preprocessing, a Transformers model wrapper, CLI, and Streamlit demo. Python · Hugging Face
Magnus Effect Simulation Interactive 3D physics simulation of spin, drag, and Magnus force with trajectory trails and live telemetry. JavaScript · Three.js

Teaching

Paul's Python Course: revision site I built for the teenage students I teach Python to, with notes, exercises, and an in-browser Python editor.

Other Work

Technical Skills

  • Languages: Python, JavaScript, C#, HTML/CSS
  • ML and data: PyTorch, scikit-learn, Hugging Face Transformers, NumPy, pandas
  • Applications: Streamlit, Pygame, Three.js, React, Vite, Unity
  • Engineering: Git, GitHub Actions, pytest, node:test

Pinned Loading

  1. DriftSync DriftSync Public

    A real-time machine learning system that predicts when a user is likely to make a mistake before it occurs.

    Python 182 7

  2. rl-chess-snake-lab rl-chess-snake-lab Public

    Reinforcement learning experiments for Snake and Chess using Python, PyTorch, Gymnasium, and python-chess.

    Python 23 10

  3. pauls-python-course pauls-python-course Public

    Revision site for the teenagers I teach Python to. Notes, practice and a Python editor that runs in the browser. No build step.

    JavaScript 21

  4. Four-Way-Stochastic-Traffic-Simulation Four-Way-Stochastic-Traffic-Simulation Public

    Stochastic traffic simulation developed for my high school mathematics internal assessment.

    JavaScript

  5. arabic-sentiment-analyzer arabic-sentiment-analyzer Public

    A small Arabic NLP sentiment analyzer built with Python, PyTorch, and Hugging Face Transformers.

    Python

  6. SCRATCH SCRATCH Public

    Pool was normal until the table started fighting back. A PS1-style billiards roguelite for the browser, with a completely normal game of 8-ball hidden inside.

    JavaScript 1 1