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Getting artificial intelligence down to a fine art
:octocat:
Getting artificial intelligence down to a fine art

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@NeuroQuantix

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edaaydinea/README.md

Eda AYDIN

I'm a self-taught woman engineer for artificial intelligence in healthcare.

I'm a AI Research Engineer in Neuroscience, NLP - LLM Engineer, Cognitive Data Scientist.

Education

Program / Degree Institution Scholarship / Notes Duration
Nanodegree Program in Future AWS AI Engineer Udacity Full Scholarship from AWS Aug 2025 – Nov 2025
XSeries Certificate Program in Fundamentals of Neuroscience Harvard University 90% Scholarship Sep 2021 – Aug 2022
MicroMasters in Artificial Intelligence Columbia University 90% Scholarship Sep 2020 – Aug 2021
Nanodegree Program in AI Product Manager Udacity Full Scholarship from Bertelsmann Dec 2020 – Jul 2021
Bachelor of Engineering in Computer Engineering Altınbaş University Full Scholarship Sep 2014 – Aug 2019

Experience

Role / Title Organization Duration
Founder & AI Research Engineer in Neuroscience NeuroQuantix Jan 2025 – Present
AI Coding Specialist | NLP Engineer Outlier Nov 2024 – Aug 2025
Prompt Engineer Outlier Jul 2024 – Nov 2024
NLP Engineer hevi.ai May 2023 – Jun 2024
ML & Deep Learning Engineer UpSchool & Google Developers Jul 2022 – Jan 2023
Machine Learning Project Team Lead Kodluyoruz Sep 2021 – Nov 2021
Artificial Intelligence Engineer (Internship) Coff R&D Jan 2019 – Sep 2019

Volunteer Experience

Role / Title Organization Duration
Data Mining Analyst AYA: Açık Yazılım Ağı Feb 2023 – May 2023
Research Student Arterys Oct 2020 - Sep 2021

My Virtual Internship Journey

Program Organization Duration Link
Global Markets Sales and Trading Analyst - Virtual Internship Program Bank of America May 2025 GitHub
Biology Research Internship Program Life Arc Apr 2025 – May 2025 GitHub
Data Science & Analytics Internship Program Lloyds Banking Group Mar 2025 – Apr 2025 GitHub
Data Science Virtual Internship Program Commonwealth Bank Feb 2025 – Mar 2025 Certificate
Data Visualization: Empowering Business with Effective Insights TATA Feb 2025 Certificate
Data Analytics Virtual Internship Program Deloitte Feb 2025 Certificate
NLP - GenAI Virtual Internship Program Boston Consulting Group (BCG) Feb 2025 GitHub
Data Science Virtual Internship Program Boston Consulting Group (BCG) Feb 2025 GitHub
Data Analytics Virtual Internship Program Quantium Feb 2025 GitHub
Data Science Virtual Internship Program British Airways Jan 2025 – Feb 2025 GitHub
Power BI Virtual Internship Program PwC Switzerland Jan 2025 GitHub

Research & Projects

Project Description Status Link
Predictive Modeling of Multiple Sclerosis Risk in CIS Patients NeuroQuantix Research Project 🟡 Ongoing
Distinguishing Cognitive Reading States using Advanced NLP and Transformers NeuroQuantix Research Project ✅ Completed GitHub
Optimization of Human Sensory Neuron Differentiation for Pain Research LifeArc Biology Research Project ✅ Completed GitHub
Low-Grade Glioma Segmentation Up School Capstone Research Project ✅ Completed GitHub
Prediction of the Progressive Levels of Alzheimer’s Disease with MRI data Up School Optional Research Project ✅ Completed GitHub
Personalized Medicine: Redefining Cancer Treatment Healthcare AI Program Final Project ✅ Completed GitHub
Estimating the Probability of Confirmed COVID-19 Cases in ICU Data Science for the Public Good Capstone Project ✅ Completed GitHub
Pneumonia Detection on Chest X-ray Images with Deep Learning (Keras) Data Science for the Public Good Capstone Project ✅ Completed GitHub

Achievements

  • Awarded an AWS AI & ML Scholarship for “Future AWS AI Engineer” Nanodegree program after placing in the top 3% of a global pool of 50,000 participants.
  • Achieved a 94% score on the IBM Advanced Machine Learning Specialist Exam.
  • Awarded 8th out of 64 global participants, (top 12%) in the Google ML Olympiad 2023 Breast Cancer Diagnosis Competition
  • Awarded a Bertelsmann Technology Scholarship for the Udacity AI Product Manager program after placing in the top 10% of an initial 50.000 participant challenge.

My Latest Certifications

Certification Issuer / Platform Date Link
IBM Machine Learning Specialist Advanced Badge IBM / Credly Jan 2025 Certificate
AI for Healthcare Specialization DeepLearning.AI / Coursera Oct 2024 Certificate · Transcript
Computational Neuroscience University of Washington / Coursera Sep 2024 Certificate
Machine Learning Engineering for Production Specialization DeepLearning.AI / Coursera Sep 2024 Certificate
Machine Learning Specialization Stanford / Coursera Sep 2024 Certificate
TensorFlow Developer Certificate TensorFlow Dec 2022 Certificate
TensorFlow Developer Professional Certificate DeepLearning.AI / Coursera Dec 2022 Certificate
Deep Learning Specialization DeepLearning.AI / Coursera Nov 2022 Certificate
Fundamentals of Neuroscience XSeries Program Harvard University / edX May 2022 Certificate

My Latest Blogs

My Skill Set


Frameworks, Platforms and Libraries

Artificial Intelligence

ChatGPT
GitHub Copilot
Google Gemini

Machine Learning, Deep Learning, Image Processing

Anaconda
OpenCV

Keras
PyTorch
TensorFlow
mlflow

NumPy
Pandas
SciPy
Plotly
Matplotlib

scikit-learn

Web Development

FastAPI

 

 

Coding and Analytic Tools

IDEs/Editors

Visual Studio Code
Jupyter Notebook
PyCharm
RStudio

Data Analytics and Visualizations

Microsoft Excel
Tableau
Power Bi


Programming and Language Technologies

Python
R
LaTeX
Markdown

Operating Systems

Linux
Ubuntu

Developer Platforms and Community Engagement

Coding Platforms

Hackerrank
LeetCode
Exercism
Codewars

Data Science and ML Competitions

Kaggle
Hackerearth


Databases

MySQL
Postgres
SQLite

Connect with me

LinkedInKaggleWordPressGmail

Support me

edaaydinea

Coding Activity Progress

Weekly Development Breakdown

Code Time

Profile Views

Lines of code

🐱 My GitHub Data

📦 4.3 MB Used in GitHub's Storage

🏆 124 Contributions in the Year 2025

🚫 Not Opted to Hire

📜 113 Public Repositories

🔑 31 Private Repositories

I'm a Night 🦉

🌞 Morning                157 commits         ⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   02.89 % 
🌆 Daytime                1518 commits        ⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   27.96 % 
🌃 Evening                2206 commits        ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   40.63 % 
🌙 Night                  1548 commits        ⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   28.51 % 

📅 I'm Most Productive on Thursday

Monday                   920 commits         ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   16.95 % 
Tuesday                  861 commits         ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   15.86 % 
Wednesday                802 commits         ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   14.77 % 
Thursday                 923 commits         ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   17.00 % 
Friday                   616 commits         ⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   11.35 % 
Saturday                 652 commits         ⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   12.01 % 
Sunday                   655 commits         ⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   12.06 % 

📊 This Week I Spent My Time On

🕑︎ Time Zone: Europe/Istanbul

💬 Programming Languages: 
Python                   38 hrs 33 mins      ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣀   96.33 % 
Markdown                 1 hr 14 mins        ⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   03.10 % 
RMarkdown                8 mins              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   00.35 % 
Text                     4 mins              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   00.19 % 
Git Config               0 secs              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   00.03 % 

🔥 Editors: 
Chrome                   28 hrs 45 mins      ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀   71.86 % 
VS Code                  9 hrs 47 mins       ⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   24.46 % 
PowerPoint               51 mins             ⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   02.13 % 
Edge                     36 mins             ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   01.52 % 
Excel                    0 secs              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   00.03 % 

🐱‍💻 Projects: 
MachineLearningRealWorldA19 hrs              ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   47.49 % 
BCGxDataScience          6 hrs 18 mins       ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   15.76 % 
Coding                   6 hrs 15 mins       ⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   15.66 % 
GitHub                   3 hrs 38 mins       ⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   09.10 % 
quantiumDataAnalytics    3 hrs 10 mins       ⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   07.92 % 

💻 Operating System: 
Windows                  40 hrs 1 min        ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿   100.00 % 

I Mostly Code in Jupyter Notebook

Jupyter Notebook         50 repos            ⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   59.52 % 
HTML                     7 repos             ⣿⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   08.33 % 
R                        3 repos             ⣿⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   03.57 % 
JavaScript               1 repo              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   01.19 % 
TSQL                     1 repo              ⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀⣀   01.19 % 

Timeline

Lines of Code chart

Last Updated on 12/02/2025 01:50:15 UTC

Pinned Loading

  1. AI-Projects-for-Healthcare AI-Projects-for-Healthcare Public

    This repository is included artificial intelligence, machine learning, data science, computer vision projects related to healthcare.

    Jupyter Notebook 213 66

  2. LLMAnalysisCognitiveStates LLMAnalysisCognitiveStates Public

    This project explores the application of Natural Language Processing (NLP) and Large Language Model (LLM) techniques to differentiate between cognitive states, specifically Normal Reading (NR) and …

    Jupyter Notebook 1

  3. Low-Grade-Glioma-Segmentation Low-Grade-Glioma-Segmentation Public

    This is a capstone project on a real dataset related to segmenting low-grade glioma. This capstone project is included in the UpSchool Machine Learning & Deep Learning Program in partnership with G…

    Jupyter Notebook 11 2

  4. LifeArc_BiologyResearch LifeArc_BiologyResearch Public

    This project, undertaken within LifeArc, focuses on developing and optimizing an in vitro model system of human sensory neurons. The primary goal is to create a reliable and reproducible platform f…

    HTML 1

  5. MachineLearningRealWorldApplications MachineLearningRealWorldApplications Public

    This repository covers practical machine learning scenarios, each illustrating a unique real-world use case.

    Jupyter Notebook 1

  6. DataScienceForBusiness DataScienceForBusiness Public

    This repository includes 6 real-world case studies in data science for business.

    Jupyter Notebook 1