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Achievement: YOLOAchievement: Pair Extraordinaire

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Ilyes-Jamoussi/README.md
Ilyes Jamoussi — machine learning from scratch, production-grade software

Software Engineering student at Polytechnique Montréal — AI & Data Science concentration, expected Dec 2027
Quantum algorithms researcher at Calcul Québec · previously Cloud Consultant Intern at AWS Professional Services

Featured Projects

  • Peaked Circuits — PennyLane reproduction of Aaronson & Zhang's verifiable-quantum-advantage construction (arXiv:2404.14493): brick-wall random circuits driven to peak on a single basis state by variational SU(4) layers — δ = 0.2024 vs the paper's ~0.2 at 12 qubits, fully seeded, tests green in CI.

  • MiniGPT — decoder-only GPT trained from scratch in PyTorch on TinyStories: 13.9M parameters, byte-level BPE tokenizer, 5.32 validation perplexity. Token-streaming inference over FastAPI (SSE), Dockerized, CI with ruff + mypy + pytest. Live demo

  • MailGuard AI — encoder-only Transformer spam classifier built from scratch: padding-masked attention, custom 30K-token vocabulary, class-weighted loss on stratified splits. 97.0% accuracy, 0.95 spam F1 on SpamAssassin. Live demo

  • Poly Arena — cross-platform multiplayer tactics game (team of 6): Angular web, Flutter mobile & Electron desktop clients on one authoritative NestJS + Socket.IO server; 4 game modes, visual map editor, AI players, 980+ unit tests all green in CI. Top contributor — 283/545 commits. Live demo

  • AVR Robot — autonomous line-following robot in bare-metal C++ on ATmega324PA (no Arduino, no HAL): register-level drivers for PWM motors, ADC IR ranging, I2C EEPROM and UART; self-localizes by matching recorded moves against route signatures and stops 10 cm from target posts.

Experience

Research, industry, and teaching roles spanning quantum computing, cloud, and applied AI.

Calcul Québec — Researcher, Hybrid Quantum Algorithms · Summer 2026 — current
Developing hybrid quantum-classical algorithms in Python on MonarQ, a 24-qubit universal quantum computer, with GPU/CPU high-performance computing clusters.

AWS — Professional Services — Cloud Consultant Intern · Summer 2025
Built an iOS/Android app replacing paper workflows for 100+ field technicians, cutting reporting delays from months to seconds; architected the serverless AWS backend with offline-first sync (AppSync) and an Amazon Bedrock (Claude 3.5 Sonnet) documentation assistant.

Accenture — Consultant, AI Strategy mandate (CCGP) · Winter 2025
Designed a RAG-powered chatbot for a 10,000+ document portal, cutting navigation time by 75% for 1,000+ users.

Polytechnique Montréal — Teaching Assistant (Data Structures & Algorithms) · Team Lead of the peer-tutoring program

Stack

Core AI / ML Python PyTorch PennyLane scikit-learn Pandas NumPy SQL
MLOps & Serving Docker FastAPI Streamlit GitHub Actions pytest
Cloud — AWS AWS Amazon Bedrock Amazon EC2 AWS AppSync AWS Lambda
Software Engineering C++ TypeScript Java Angular NestJS React React Native Expo Node.js

Certifications

AWS Certified Developer – Associate (verify credential) AWS Certified Solutions Architect – Associate (verify credential) AWS Certified AI Practitioner (verify credential)

GitHub Activity

GitHub activity: contributions over the last 12 months and most used languages across public repositories, refreshed weekly

Pinned Loading

  1. peaked-circuits-pennylane peaked-circuits-pennylane Public

    PennyLane reproduction of 'On verifiable quantum advantage with peaked circuit sampling' (Aaronson & Zhang, arXiv:2404.14493), Section 3 — peakedness 0.20 reproduced at n=12

    Python

  2. minigpt-llm minigpt-llm Public

    From-scratch GPT (13.9M params) in pure PyTorch — byte-level BPE, val perplexity 5.32 on TinyStories, streaming FastAPI inference, CI, live demo

    Python

  3. mailguard-ai mailguard-ai Public

    Transformer encoder spam classifier built from scratch in PyTorch — 97.0% accuracy, 0.95 spam F1 on SpamAssassin, live demo

    Python

  4. cross-platform-multiplayer-game cross-platform-multiplayer-game Public

    Poly Arena — real-time cross-platform multiplayer tactics game: Angular web, Flutter mobile, Electron desktop, one authoritative NestJS + Socket.IO server (MongoDB, Firebase Auth)

    TypeScript

  5. AVR-Microcontroller-Robot AVR-Microcontroller-Robot Public

    Autonomous line-following robot in bare-metal C++ on ATmega324PA — register-level PWM, ADC & IR sensing, I2C EEPROM journey log, UART reporting

    C++