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https://github.com/edaaydinea/edaaydinea

My personal respository
https://github.com/edaaydinea/edaaydinea

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My personal respository

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README

          

### Eda AYDIN

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

I'm a NLP - LLM Engineer, Generative AI Data Scientist.

### 🎓My Learning Journey

* XSeries Certificate Program in Fundamentals Neuroscience - Harvard University ('22)
* Micro Master in Artificial Intelligence - Colombia University ('21)
* Bachelor of Engineering in Computer Engineering - Altınbaş University ('19)

### 💼 My Experience Journey

* **Founder & AI Research Engineer - Cognitive AI Scientist** | _NeuroQuantix_ (Jan 2025 - Present)
* **AI Coding Specialist | NLP Engineer** | _Outlier_ (Nov 2024 - Present)
* **Prompt Engineer** | _Outlier_ (Jul 2024 - Nov 2024)
* **NLP Engineer** | _hevi.ai_ (May 2023 - Jun 2024)
* **Google Associate Cloud Engineer Apprentice** | _UpSchool & Google Developers_ (Sep 20223 - Jan 2024)
* **ML & Deep Learning Engineer Apprentice** | _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

* **Data Mining Analyst** | _AYA: Açık Yazılım Ağı_ (Feb 2023 - May 2023)

### My Virtual Internship Journey

* [**Biology Research Internship Program**](https://github.com/edaaydinea/LifeArc_BiologyResearch) | _Life Arc_ (Apr 2025 - May 2025)
* [**Data Science & Analytics Internship Program**](https://github.com/edaaydinea/LloydsDataScienceAnalytics) | _Lloyds Banking Group_ (Mar 2025 - Apr 2025)
* [**Data Science Virtual Internship Program**](https://forage-uploads-prod.s3.amazonaws.com/completion-certificates/2sNmYuurxgpFYawco/smwfytX3mcLboA9bf_2sNmYuurxgpFYawco_Qc5J6kzq88L9BDRGv_1740872118840_completion_certificate.pdf) | _Commonwealth Bank_ (Feb 2025 - Mar 2025)
* [**Data Visualization: Empowering Business with Effective Insights Virtual Internship Program**](https://forage-uploads-prod.s3.amazonaws.com/completion-certificates/ifobHAoMjQs9s6bKS/MyXvBcppsW2FkNYCX_ifobHAoMjQs9s6bKS_Qc5J6kzq88L9BDRGv_1740414093554_completion_certificate.pdf) | _TATA_ (Feb 2025)
* [**Data Analytics Virtual Internship Program**](https://forage-uploads-prod.s3.amazonaws.com/completion-certificates/9PBTqmSxAf6zZTseP/io9DzWKe3PTsiS6GG_9PBTqmSxAf6zZTseP_Qc5J6kzq88L9BDRGv_1740000262094_completion_certificate.pdf) | _Deloitte_ (Feb 2025)
* [**NLP - GenAI Virtual Internship Program**](https://github.com/edaaydinea/BCGxGENAI) | _Boston Consulting Group (BCG)_ (Feb 2025)
* [**Data Science Virtual Internship Program**](https://github.com/edaaydinea/BCGxDataScience/tree/main) | _Boston Consulting Group (BCG)_  (Feb 2025)
* [**Data Analytics Virtual Internship Program**](https://github.com/edaaydinea/quantiumDataAnalytics/tree/main) | _Quantium_ (Feb 2025)
* [**Data Science Virtual Internship Program**](https://github.com/edaaydinea/BritishAirwaysDataScience/tree/main) | _British Airways_ (Jan 2025 - Feb 2025)
* [**Power BI Virtual Internship Program**](https://github.com/edaaydinea/PwCSwitzerland_PowerBI/tree/main) - _PwC Switzerland_ (Jan 2025)

### 👷 Check out what I'm currently working on

* [Predictive Modeling of Multiple Sclerosis Risk in CIS Patients](https://github.com/edaaydinea/Predictive-Modeling-of-Multiple-Sclerosis-Risk-in-CIS-Patients)
* [Predictive Modeling of Alzheimer's Disease Using Cross-Sectional and Longitudinal MRI Data](https://github.com/edaaydinea/Predictive-Modeling-of-Alzheimer-Disease)
* [Predictive Modeling of Traumatic Brain Injury](https://github.com/edaaydinea/Predictive-Modeling-of-Traumatic-Brain-Injury)
* EEG-Based Epileptic Seizure Detection Using Machine Learning Techniques
* Investigating Corollary Discharge Mechanisms in Schizoprenia Using EEG Data
* Electrophysiological Correlated of Cognitive Task Performance: Analyzing MSIT+, Oddball, and SRT Tasks

### 🌱 My latest projects

* [Distinguishing Cognitive Reading States using Advanced NLP and Transformers](https://github.com/edaaydinea/LLMAnalysisCognitiveStates) - Artificial Intelligence in Cognitive Neuroscience Research Project
* [Optimization of Human Sensory Neuron Differentiation for Pain Research](https://github.com/edaaydinea/LifeArc_BiologyResearch) - LifeArc Biology Research Project
* [Low-Grade Glioma Segmentation](https://github.com/edaaydinea/Low-Grade-Glioma-Segmentation) - Up School Capstone Research Project
* [Prediction of the Different Progressive Levels of Alzheimer’s Disease with MRI data](https://github.com/edaaydinea/OP2-Prediction-of-the-Different-Progressive-Levels-of-Alzheimer-s-Disease-with-MRI-data) - Up School Optional Research Project
* [Personalized Medicine: Redefining Cancer Treatment](https://github.com/edaaydinea/personalized-medicine-redefining-cancer-treatment) - Healthcare - Artificial Intelligence Program Final Project
* [Estimating the Probability of Confirmed COVID-19 Cases Taken into the Intensive Care Unit (ICU)](https://github.com/edaaydinea/Estimating-the-Probability-of-Confirmed-COVID-19-Cases-Taking-into-the-Intensive-Care-Unit-ICU-) - Data Science for the Public Good Program Capstone Project
* [Pneumonia Detection on Chest X-ray Images with Deep Learning (Keras)](https://github.com/edaaydinea/Pneumonia-Detection-on-Chest-Xray-Images-with-Deep-Leaning) - Data Science for the Public Good Program Capstone Project

### 🏆My Latest Certifications

* [IBM Machine Learning Specialist Advanced Badge](https://www.credly.com/badges/f83e64ac-6dd9-4863-bb56-598df68a52fd/public_url) - Jan 2025
* [AI for Healthcare Specialization](https://coursera.org/share/100ff7a2f8331292b486d5aa677f82e5) - October 2024
* [Transcript](https://github.com/edaaydinea/AIinHealthcare/blob/main/transcript.pdf)
* [Computational Neuroscience](https://coursera.org/share/e8e1feb716da218f96458f0d551319d5) - September 2024
* [Machine Learning Engineering for Production Specialization](https://coursera.org/share/392eba91eb13781461b26a0a46a815cb) - September 2024
* [Machine Learning Specialization](https://coursera.org/share/dcfebcc8d3b0bbce7199ded9e9311198) - September 2024
* [TensorFlow Developer Certificate](https://www.credential.net/dc1e1d4c-0b56-4c66-8efe-62b8532ef2e4#gs.k32wiw) - December 2022
* [DeepLearning.AI TensorFlow Developer Professional Certificate](https://www.coursera.org/account/accomplishments/specialization/certificate/CVQYVGSZFQL8) - December 2022
* [Deep Learning Specialization](https://www.coursera.org/account/accomplishments/specialization/certificate/VRNVSWB69V2Z) - November 2022
* [Fundamentals of Neuroscience XSeries Program](https://credentials.edx.org/credentials/fbc7d2e3e643452a8e84be9b20fee495/) - May 2022

### 💻 My Latest Blogs

* [From Genomes to Neurons: The role of Bioinformatics in Neuroscience Research](https://edaaydinea.com/2024/12/15/from-genomes-to-neurons-the-role-of-bioinformatics-in-neuroscience-research/)
* [Decoding the Genome: How AI Is Revolutionizing Neurogenomics Research](https://edaaydinea.com/2024/10/06/decoding-the-genome-how-ai-is-revolutionizing-neurogenomics-research/)
* [Decoding Emotions: Can AI Understand and Simulate Human Emotional Processing?](https://edaaydinea.com/2024/09/30/decoding-emotions-can-ai-understand-and-simulate-human-emotional-processing/)
* [Understanding Consciousness: Can AI Models Teach Us About the Mind?](https://edaaydinea.com/2024/09/22/understanding-consciousness-can-ai-models-teach-us-about-the-mind/)
* [The Intersection of Synaptic Plasticity and AI: Hebbian Learning in Modern Algorithms](https://edaaydinea.com/2024/09/15/the-intersection-of-synaptic-plasticity-and-ai-hebbian-learning-in-modern-algorithms/)
* [Deep Learning Architectures for Medical Image Segmentation](https://edaaydinea.com/2023/02/03/deep-learning-architectures-for-medical-image-segmentation/)
* [Beyni Anlamak için Neden Matematiğe İhtiyacımız var?](https://edaaydinea.com/2021/09/05/beyni-anlamak-icin-neden-matematige-ihtiyacimiz-var/)
* [Niçin Tıp Alanında Yapay Zeka'ya İhtiyaç Var?](https://edaaydinea.com/2021/09/01/nicin-tip-alaninda-yapay-zekaya-ihtiyac-var/)
* [Data Science Life Cycle](https://edaaydinea.com/2021/09/01/data-science-life-cycle/)
* [Sağlık Alanında Veri Bilimi](https://edaaydinea.com/2021/08/31/saglik-alaninda-veri-bilimi/)
* [MOBILISE Projesi](https://edaaydinea.com/2021/08/18/mobilise-projesi/)
* [STOpFrac Projesi](https://edaaydinea.com/2021/08/18/stopfrac-projesi/)

### 🥇Competitions

Month/YearCompetition NameURLScoreFebruary 2023ML Olympiad 2023 - Breast Cancer DiagnosisML Olympiad-Breast Cancer Diagnosis | Kaggle8/64

## 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](https://shields.io/badge/-Buy%20Me%20a%20Coffee-FFDD00?style=for-the-badge)](https://www.buymeacoffee.com/edaaydinea)

## Coding Activity Progress

### Weekly Development Breakdown

![Code Time](http://img.shields.io/badge/Code%20Time-5%2C267%20hrs%2038%20mins-blue)

![Profile Views](https://komarev.com/ghpvc/?username=edaaydinea&color=blue)

![Lines of code](https://img.shields.io/badge/From%20Hello%20World%20I%27ve%20Written-18.9%20million%20lines%20of%20code-blue)

**🐱 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](https://raw.githubusercontent.com/edaaydinea/edaaydinea/main/assets/bar_graph.png)

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