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fzinnah17/README.md

Farnaz Zinnah — AI Systems Engineer

LinkedIn   ·   Email


ROLE
AI Systems Engineer
PLATFORMS
Azure / GCP
FOCUS
AI Systems / Security
STATUS
Building + Reviewing

02 / SELECTED SYSTEMS

01

ADVERSARIAL ML PYTORCH MODEL EVALUATION

Adversarial robustness evaluation of pretrained ResNet-34 and DenseNet-121 classifiers using FGSM, PGD, and localized patch attacks.

76.0% → 0.2% ResNet-34 top-1 accuracy under PGD at ε = 0.02 over 10 iterations.

02

AZURE STRUCTURED OUTPUTS LLM SYSTEMS

Standalone engineering example for screening fictional research abstracts against explicit inclusion criteria using structured AI outputs.

03

VERTEX AI STRUCTURED ANALYSIS ML SYSTEMS

Standalone Vertex AI example that converts synthetic machine-learning experiment metrics into structured technical analysis.

04

ASTRO TYPESCRIPT INTERACTION DESIGN

Engineering portfolio documenting selected work across AI systems, ML security, systems performance, and governance.


03 / TECHNICAL INDEX

LANGUAGES
Python          ████████████████████
TypeScript      ██████████████
C++             ████████████

AI / ML
PyTorch         adversarial evaluation · model analysis
Azure           AI systems · structured workflows
Vertex AI       structured generation · ML analysis

SYSTEMS
Docker          reproducible environments
Git             version control · engineering workflow
Astro           portfolio systems · web architecture

04 / FIELD NOTES

Education

The City College of New York
Computer Engineering

NYU Tandon School of Engineering
Graduate study

Beyond the Build

CodePath
Data Structures & Algorithms

Hackathons
Builder mentorship


AI SYSTEMS   ◆   ML SECURITY   ◆   GOVERNANCE   ◆   SYSTEMS PERFORMANCE



Selected public work only.
Much of my professional engineering work is developed in private environments and is therefore not represented by the public contribution graph.



FZ / END OF DOSSIER

Pinned Loading

  1. neural-network-jailbreak neural-network-jailbreak Public

    Jupyter Notebook 1

  2. literature-screening-demo literature-screening-demo Public

    Python

  3. ml-experiment-reporter ml-experiment-reporter Public

    Python

  4. farnaz-portfolio farnaz-portfolio Public

    Astro