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aamina-codes/README.md

Aamina

Product Engineer

Where curiosity meets code, and meaningful ideas become thoughtful products.

Building thoughtful digital products powered by AI, data, and purpose.



About Me

Hi! I'm Aamina, a Data Science graduate who enjoys turning ideas, data, and technology into things that people can actually use.

I'm particularly interested in the space where Data Analytics, AI, and Software Engineering come together.

I enjoy:

  • Finding stories hidden inside data
  • Exploring practical applications of AI
  • Building projects from an idea to a working product
  • Thinking about how technology can be made simpler and more intuitive
  • Learning something new whenever I can

I believe good technology isn't just about how sophisticated it is.

It's about how useful, understandable, and meaningful it can be to the people using it.


What I Work With

Area Technologies
🐍 Programming Python · SQL · R · Java
πŸ€– AI & ML Machine Learning Β· NLP Β· LLMs Β· OCR
πŸ“Š Analytics Pandas Β· NumPy Β· Power BI Β· Tableau
βš™οΈ Backend FastAPI Β· REST APIs Β· Pydantic
🎨 Frontend React · TypeScript
πŸ—„οΈ Data PostgreSQL Β· Supabase
πŸ› οΈ Tools Git Β· GitHub Β· Docker Β· Redash

Featured Projects

πŸ¦‹ TIA β€” Thyroid Intelligent Assistant

Making thyroid health information easier to understand.

TIA started as an AI project and gradually evolved into a more complete healthcare-focused application.

The idea behind TIA is simple: health reports shouldn't feel like a wall of confusing numbers and medical terminology.

TIA combines OCR, AI/LLMs, backend engineering, data analysis, and thoughtful product design to help users understand their thyroid-related health information, identify trends over time, and make sense of their reports in a more accessible way.

What TIA Can Do

Feature What it does
πŸ“„ Smart Lab Report Analysis Extracts and interprets relevant information from thyroid laboratory reports.
πŸ“Š Thyroid Health Tracking Helps users monitor thyroid-related health information over time.
πŸ“ˆ Historical Trend Analysis Identifies changes, patterns, and trends across previous reports.
πŸ€– AI Health Assistant Provides a conversational interface for understanding thyroid-related information.
⚠️ Risk & Red Flag Detection Highlights potentially concerning patterns that may require further attention.
πŸ’‘ Personalized Health Insights Transforms extracted data and analysis into understandable, patient-friendly insights.
πŸ‘¨β€βš•οΈ Doctor Connect Designed to bridge the gap between patient understanding and professional healthcare support.
πŸ”” Reminders & Alerts Helps users stay aware of important health-related actions and follow-ups.

The Technical Side

TIA brings together several areas of development:

AI & Data Processing

  • OCR-based medical report extraction
  • LLM-powered interpretation
  • Structured data extraction and validation
  • Health trend and pattern analysis
  • Rule-based risk and red-flag detection

Backend

  • Python
  • FastAPI
  • Pydantic
  • Supabase
  • Modular service architecture
  • API-based processing pipeline

Frontend

  • React
  • TypeScript
  • Modern component-based UI
  • Patient-focused product design

AI Stack

  • OCR
  • Gemini
  • LLM-based analysis
  • Prompt engineering

Architecture

                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚      TIA User       β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                               β”‚
                               β–Ό
                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚  React + TypeScript β”‚
                    β”‚      Frontend       β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                               β”‚
                               β–Ό
                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚       FastAPI       β”‚
                    β”‚       Backend       β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                               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–Ό              β–Ό              β–Ό
        β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
        β”‚    OCR     β”‚  β”‚    LLM     β”‚  β”‚  Analysis  β”‚
        β”‚ Extraction β”‚  β”‚ Processing β”‚  β”‚   Engine   β”‚
        β””β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”˜  β””β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”˜  β””β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”˜
              β”‚               β”‚               β”‚
              β””β”€β”€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–Ό
                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚  Structured Health  β”‚
                    β”‚      Insights       β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                               β”‚
                               β–Ό
                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚   Patient-Friendly  β”‚
                    β”‚      Experience     β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Why I Built It

TIA is more than an AI experiment.

It is an exploration of how AI, data, and software engineering can come together to solve a real-world problem.

Through TIA, I've had the opportunity to work across the entire journey:

OCR β†’ Data Extraction β†’ Validation β†’ AI β†’ Analysis β†’ APIs β†’ Database β†’ UI β†’ Product Design

More importantly, the project has taught me that building healthcare technology isn't only about making models smarter.

It's about creating experiences that are clearer, safer, more intuitive, and easier to understand.

Built With

Project Repositories

Component Repository
Backend TIA Backend
Frontend TIA Frontend

🌐 Live Demo: Coming Soon

TIA in One Line

Turning complex thyroid health data into something easier to understand.

What's Next

TIA is an ongoing project, with future development focused on improving AI accuracy, expanding patient and doctor workflows, strengthening health-data tracking, and making the experience even more accessible.

TIA is being built around a simple idea: healthcare technology should not make people feel more confused about their health.


More Projects

I'm continuously experimenting with projects across:

Data Analytics Β· AI Β· Healthcare Β· Machine Learning Β· Product Development

More projects coming soon...


What I'm Exploring

Currently learning, building, and experimenting with:

β€’ Product Engineering
β€’ Practical AI & LLM Applications
β€’ Cloud & Deployment
β€’ Backend Systems
β€’ Human-Centered Design
β€’ Data Storytelling


Toolbox

Languages

Python Β· SQL Β· Java Β· R Β· C

AI & Data

Pandas Β· NumPy Β· Scikit-learn Β· OpenCV Β· Power BI Β· Tableau

Backend & Databases

FastAPI Β· Supabase Β· PostgreSQL Β· MySQL

Frontend & Design

React Β· TypeScript Β· Figma Β· Framer

Tools & Platforms

Git Β· GitHub Β· VS Code Β· Jupyter Β· Google Colab


Beyond Code

When I'm not working with data or building something, you'll probably find me:

🧢 Crocheting & creating DIY projects
πŸ“Έ Taking photographs
🍳 Experimenting in the kitchen
🐈 Spending time with cats
🎬 Watching K-dramas & Disney
🎡 Listening to music

Creativity doesn't stop at codingβ€”it's something I bring into every hobby, every project, and every new idea I explore.


Let's Connect

If something here sparked your curiosity, I'd love to connect.

Pinned Loading

  1. tia-frontend tia-frontend Public

    Modern React frontend for the Thyroid Intelligent Assistant (TIA) β€” making thyroid health insights simple, accessible, and easy to understand.

    TypeScript

  2. tia-backend tia-backend Public

    AI-powered backend for the Thyroid Intelligent Assistant (TIA) β€” intelligent thyroid report analysis, health insights, trend tracking, and risk detection.

    Python