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ahmaddroobi99/README.md

Ahmad Droobi

I build scientific machine learning systems and the engineering around them — Lagrangian data assimilation, uncertainty quantification, perception, and research software that actually runs.

MSc (2025), University of Calgary. Computer engineering before that. Open to engineering roles.

LinkedIn · GitHub · Google Scholar · Thesis · Portfolio · X · Project index

QG Lagrangian DA lab Meridian research terminal

Lattice field manual Aether visualizer

Live captures from deployed sites. Not mockups.

GitHub has no custom sort on the Repositories tab. This profile is the catalog: research first, undergraduate last. Homework from 2020–2022 is archived. Pins below are the six to open first. Same grouping lives in ahmaddroobi99/projects.


1 · Research — SciML & data assimilation

Completed MSc thesis: Data-Driven Filtering Techniques for Turbulent Flow Models (A Lagrangian Data Assimilation Approach) (Scholaris). Hybrid EnKF / particle filter (WHERE) for barotropic quasi-geostrophic flow. Reconstructs Eulerian energy spectra from sparse Lagrangian drifters.

Repo
qg-lada-lab Public lab: spectral QG twin + localized EnKF in the browser, plus a committed Python solver (N = 32, XCOR 0.964). Live
local_wccm Public MATLAB working copy of the barotropic Lagrangian filter (lagrangianfilter_baro.m, spectra, drivers).

Private thesis sources stay private (MATLAB / Python / TeX). They are not listed here.

Lagrangian drifters  →  QG barotropic model (q = ∇²ψ − μψ)
                     →  spectral Helmholtz inversion
                     →  localized stochastic EnKF  (+ optional EnKF–PF)
                     →  reconstructed Eulerian field, spectra, XCOR

2 · Perception

Repo
ai-perception-lab Local-first camera workstation. Real in-browser COCO-SSD, YOLO lab, people counter, optional VLM. Real vs simulated is labeled.

3 · Intelligence systems

Repo
meridian Research terminal. Ranks papers and artifacts by technical depth, not virality. Live
lattice Visual field manual of machine intelligence. Live
world-pulse Choropleth atlas of global development indicators.
resource-graph-crawler Crawler / graph over public research resources.
200-dataset-websites Catalog of ~200 dataset-source websites in 25 categories.

4 · Products

Repo
engineering-portfolio Portfolio OS over this account. No invented metrics. Live
aether-visualizer Web Audio + Canvas visualizer. Live
wake Interactive particle field. Live

5 · Experiments

Smaller public prototypes — honest about what is actually committed:

Repo What is actually there
ridgeflight Low-poly 3D terrain flyer (toy, not a sim)
tensortonic-rag-from-scratch RAG practice, from scratch
mosqguard Fan-trap controller state machine + architecture notes — not hardware
forge-mind 2D geometry-vs-observation core — not a CAD workbench
aetherforge Name-holder scaffold; no src/ yet
aws-from-scratch Mini-cloud Makefile/Compose; service code thin
vancouver-bronze-recon OpenSCAD/JSON of two Vancouver bronzes
ENME517 UCalgary DoE pathfinding course project (2024)
DL_Project_Can-I-read-your-brain- 2024 FC-network → emotion hackathon notebooks

6 · Undergraduate (last)

BSc Computer Engineering, An-Najah National University, 2023. These are provenance, not current work. Most 2020–2022 homework is archived so it sits behind current repos.

Capstone and the stronger course projects (left unarchived):

Repo
seniorGraduationProject2022_cookOverflow BSc senior project: Django recipe site + recommender R&D
cookoverflow_Mobile_GradProject_2022 Flutter client for CookOverflow
SoftwareProject_2021_Agile_Trello Agile team of 7 (Scrum Master): PayMe Java Swing e-wallet — not Trello
computer_Architecture_Project_Piplined-_CPU_2021 Verilog pipelined MIPS CPU (forwarding, stall, flush)
Artificial_Intelligence_Ckecker_AI_Game Python Checkers with Minimax + alpha-beta
Messnger_FileTransfer_StopAndWaitProtocol_UDP Java UDP chat + Stop-and-Wait 3.0 file transfer
WordCup2022_WinnerPrediction_ML FIFA WC 2022 knockout predictor
Clemson_Project_Realtime-Face-Emotion-Recognition-Tensorflow-Transfer-Learning-Python Face-emotion transfer-learning notebooks

Everything else from that period (Django/Flask tutorials, Sparks Foundation tasks, 365 Data Science exercises, formatting drills, empty placeholders) has an honest README and is archived.


What I can defend in an interview

  • Data assimilation — EnKF, particle filters, hybrid EnKF–PF, localization, inflation, Lagrangian observations
  • Geophysical models — barotropic QG, shallow-water, Lorenz-63 / L96 as reduced-order tests
  • Scientific computing — spectral methods, Helmholtz inversion, Python and MATLAB
  • Uncertainty quantification — filtering, stochastic forcing, spectra, reconstruction skill
  • Perception — camera pipelines, in-browser detection, tracking
  • Software — Python, TypeScript/React, MATLAB, experiments other people can rerun

Forks of DAPPER, PyDA, torchda, and similar are reference, not original work. Their descriptions now say so.


Background

  • MSc, University of Calgary, 2025 — scientific ML / Lagrangian DA / UQ (completed)
  • BSc Computer Engineering, An-Najah National University, 2023

Contact

linkedin.com/in/droobi7 · @ahmaddroobi99 · Scholar

Popular repositories Loading

  1. Interview-School-By-Ahmad-_Resources-I-used Interview-School-By-Ahmad-_Resources-I-used Public archive

    2022 interview-prep resources dump. Not original software.

    25 2

  2. ProblemSolving ProblemSolving Public archive

    2021 practice dump: hundreds of LeetCode / algorithm solutions in Python.

    Python 2

  3. python-exercises python-exercises Public archive

    Forked from AhmadArafat123/python-exercises

    Fork of AhmadArafat123/python-exercises — reference copy, not original work.

    Python 2

  4. Flutter_Projects_2021_ChatApp Flutter_Projects_2021_ChatApp Public archive

    2021 Flutter chat-app course project (nested flutter-chat-app-main tutorial layout).

    Dart 2

  5. My_CV_Website_2021 My_CV_Website_2021 Public archive

    2021 static HTML/CSS personal CV site. Superseded by ahmaddroobi99.github.io.

    HTML 2

  6. webProject webProject Public archive

    2021 HTML/CSS student web page (webproject_Droobi_hamzeh).

    CSS 1