H.A.A:\

Hannoun Amine Amar · Algeria

Signals in. Decisions out.

AI engineer and full-stack developer. I build machine-learning pipelines, decode brain signals, and ship the software that sits around them.

Read the thesis See the work
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Master’s final-year project

A brain switch,
stress-tested.

Detecting when someone moves from rest to a command, from 30-channel EEG, for a person the model has never seen. The interesting part was not the model. It was proving the number meant something. Scroll to follow the work and the numbers it produced.

  1. 01
    Record

    Ten participants, two cue protocols, a 30-channel headset.

    10 participants · 28 recordings · 30 ch · 500 Hz

  2. 02
    Window

    Causal filters with carried state. Nothing sees the future.

    2 s windows · 0.5 s hop · causal

  3. 03
    Describe

    Covariance matrices, causal Riemannian re-centering, tangent-space features.

    covariance · tangent space · log-power

  4. 04
    Decode

    Four decoders, scored on people the model has never seen.

    Riemann 0.671 · ShallowConvNet 0.666 · EEGNet 0.631 · ensemble 0.707 AUC

  5. 05
    Doubt it

    Drift-matched nulls, a time-only control and an independent code review.

    null 0.489 · timestamp-only 0.811 vs EEG 0.514 · legacy audit 98% → 36%

  6. 06
    Replay live

    A streaming decoder over Lab Streaming Layer, replaying a held-out recording.

    17–19 ms per decision · every onset detected

  7. 07
    Verdict

    Reported as it came out, including what did not work.

    3-class 0.385 vs 0.333 chance · brain switch about 0.60–0.64 after review · push vs walk not decodable

Projects

Things that ship.

Stockily invoice detail

Aug 2026 · Nx · NestJS · React · Prisma

Stockily

A multi-tenant stock, quality and invoicing platform for small businesses, built with a hexagonal architecture and 56 commits of history.

Source →
Elevate Digital landing page

Jun 2026 · Next.js 16 · Express · MongoDB

Elevate Digital

A trilingual storefront in Arabic, French and English with right-to-left support and three themes, including a glass one.

Source →
Neural Arena leaderboard

Feb 2026 · Flask · SQLite · scikit-learn

Neural Arena

A self-hosted machine-learning competition platform with team accounts, CSV scoring and a live leaderboard.

Source →
Voxel sandbox world

Jan 2026 · TypeScript · Three.js

Voxel Sandbox

A browser voxel game with chunked procedural terrain, mining, crafting, farming and mobs.

Source →
Plate packing layout found by a genetic algorithm

Nov 2025 · Python · NumPy

Plate Packing

A genetic algorithm for 2D cutting-stock problems, with rotation and an evolution you can watch.

Source →

and more

Sixteen public repos.

Forecasting, multi-agent chat, algorithm benchmarks, bots and a university portal. Each one has a README you can run.

The full index ↓
PythonPyTorchscikit-learnMNEpyRiemannLightGBMXGBoostCatBoostNumPypandasPythonPyTorchscikit-learnMNEpyRiemannLightGBMXGBoostCatBoostNumPypandas
TypeScriptReactNext.jsNestJSNode.jsExpressFlaskTailwindThree.jsSocket.IOTypeScriptReactNext.jsNestJSNode.jsExpressFlaskTailwindThree.jsSocket.IO
PostgreSQLMongoDBMySQLSQLitePrismaDockerNxGitLSLLinuxPostgreSQLMongoDBMySQLSQLitePrismaDockerNxGitLSLLinux

Path

From small tools
to systems.

  1. 2023

    Licence final-year project

    A role-based university portal with timetables, grades, exams, files and real-time chat, built with a teammate.

  2. 2024

    Algorithms and bioinformatics

    String-matching algorithms from scratch with benchmarks, and a DNA sequence analyzer.

  3. 2025

    Master’s project begins

    EEG baselines first, then an audit that found the leak, then a causal pipeline rebuilt around honest evaluation. A competition platform on the side.

  4. 2026

    Shipping

    Stockily, Elevate Digital and a voxel engine, alongside the final EEG write-up and a real-time replay.

Contact

Let’s build something
intelligent.

I’m looking for AI engineering and full-stack roles. The fastest way to reach me is email.

LinkedIn GitHub