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Emmanuella-t/README.md

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> Whoami

Coding

Name        : Emmanuella Turkson
University  : Philander Smith College, Little Rock AR
Degree      : B.S. Computer Science  (2023 – 2027)
Focus       : [SWE, AI/ML, Security, Data Science, UI/UX ]
Experience  : Dell Technologies Β· LBNL Β· CFPB
Status      : Open to Internships & Research Roles

πŸ” Β Built AI security pipelines @ Dell Technologies - cut triage time 40%
πŸ”¬ Β Boosted model accuracy 15% via transfer learning @ Lawrence Berkeley Lab
πŸ“Š Β Selected 1 of 4 nationwide for policy research @ CFPB
πŸ† Β HBCUFI Innovation Pitch - 1st Runner Up
🌍  Founder of Save Our World nonprofit initiative
πŸŽ“ Β President's List Β· Harvard WeCode Β· Tapia 2024 Scholar



> Tech_stack

⬑ Languages

Python C++ C# JavaScript TypeScript SQL R MATLAB HTML5 CSS3

⬑ Frameworks & Libraries

React Next.js LangChain TensorFlow SQLite

⬑ Tools & Platforms

Git Azure Figma VS Code Google Colab Netlify


> Projects

🧠 Decision Debt Tracker

Behavioral Modeling System

Engineered a system that quantifies "decision debt" using exponential decay functions and bounded compounding multipliers β€” with real-time analytics dashboard.

  • Debt growth modeling with impact, stress & overdue acceleration
  • CLI tool with SQLite-backed persistence
  • Automated Markdown reporting + interactive scoring dashboard

Python SQLite Next.js TypeScript

πŸ›‘οΈ Safeguard

Trauma-Informed Web Platform

Built a responsive, safety-focused educational platform with a full CSS design system, crisis ribbon, quick exit, and knowledge checks.

  • Reusable CSS design system with scalable typography
  • Safety-first UX: crisis ribbon, quick-exit button
  • Deployed with secure headers, CSP config & caching

HTML CSS JavaScript Netlify

πŸ” AI Security Pipeline

Dell Technologies Internship

Multimodel LLM evaluation pipeline that cut manual security triage by 40%, achieving 6/6 vulnerability detections across four tuned models.

  • Command-injection & root-shell pattern detection
  • Model comparison: Mistral, Mixtral, LLaMA-3
  • Safe-by-default guardrail documentation

Python LangChain

πŸ§ͺ Selectivity Prediction Pipeline

Lawrence Berkeley National Lab

Reproducible ML pipeline improving chemical selectivity prediction accuracy by 15% using transfer learning and data augmentation on large datasets.

  • CNN-based transfer learning on chemical datasets
  • Full unit test coverage for reproducibility
  • Findings presented to chemists & project leads

Python TensorFlow Colab


> Experience

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                        TIMELINE                                     β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  2025        β”‚  πŸ’»  Software Engineering Intern                     β”‚
β”‚              β”‚      Dell Technologies                               β”‚
β”‚              β”‚      AI security Β· LLM evaluation Β· Python           β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  2024        β”‚  πŸ”¬  Data Science Research Intern                    β”‚
β”‚              β”‚      Lawrence Berkeley National Laboratory           β”‚
β”‚              β”‚      Transfer learning Β· CNNs Β· Python               β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  2023        β”‚  πŸ“Š  Data Science Research Intern                    β”‚
β”‚              β”‚      Consumer Financial Protection Bureau (CFPB)     β”‚
β”‚              β”‚      Policy research Β· UX prototyping Β· Data analysisβ”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  Ongoing     β”‚  🌍  Founder & Director                              β”‚
β”‚              β”‚      Save Our World Initiative                       β”‚
β”‚              β”‚      Community outreach Β· Mentorship programs        β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚  Current     β”‚  πŸŽ“  Computer Science Student                        β”‚
β”‚              β”‚      Philander Smith College                         β”‚
β”‚              β”‚      AI Β· Systems Β· UI/UX Β· Research                 β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

> Honors

πŸ† Award πŸ“‹ Details
HBCUFI Innovation Pitch β€” 1st Runner Up Competed and placed in national HBCU innovation competition
President's List George Taylor Scholarship recipient, academic excellence
Tapia 2024 Scholar Diversity in computing national conference scholar
Splunk HBCU Academic Scholar Recognized for academic excellence in tech
Nordstrom Scholar Nordstrom Scholars Program recipient

> Affiliations

NSBE ColorStack CodePath TMCF Google DSC RewritingTheCode


> Stats

GitHub Streak



Activity Graph

> Currently Learning

  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
  β”‚                                                          β”‚
  β”‚   πŸ€–  LLM Fine-tuning & Evaluation Frameworks           β”‚
  β”‚   πŸ”  AI Security & Adversarial Robustness              β”‚
  β”‚   βš™οΈ  Scalable Backend Systems Architecture             β”‚
  β”‚   πŸ“Š  Advanced Statistical Modeling & ML Pipelines      β”‚
  β”‚   🎨  Product Design & UX Strategy                      β”‚
  β”‚                                                          β”‚
  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

"You are never too old to set another goal or to dream a new dream."

-C.S. Lewis

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