Mustafa Durmuş

Data Scientist dedicated to developing innovative AI solutions.

Istanbul, Turkey

LinkedIn
MD

About

I am a data scientist with over 5 years of experience specializing in natural language processing (NLP). In the past 2 years, I have also focused on data science, enhancing my skill set and expertise. I have a strong background in Python programming and am proficient with major ML and DL frameworks, including Large Language Models (LLMs). I am dedicated to continuing my growth in data science, applying my knowledge to solve practical problems, and working on projects involving cutting-edge technologies and cloud-based ETL techniques.

Work Experience

Nesine
Remote

Sep 2024 - Present

Senior Data Scientist

I build, validate, and maintain AI models using machine learning and deep learning techniques on large datasets. I collaborate with data engineers and backend engineers to ensure the successful implementation of projects from end to end.

Albert Health
Hybrid

Jun 2024 - Sep 2024

Senior AI & Data Analytics Engineer

I led the AI team at Albert Health, where we developed a conversational AI platform for healthcare. Additionally, I worked on Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), prompt engineering, and optimizing data pipelines.

Albert Health
Hybrid

Dec 2020 - Jun 2024

NLP Engineer

My responsibilities included overseeing the development of AI and NLP pipelines, including intent classification and entity extraction. I also managed the CI/CD pipeline for our AI models.

Hummingdrone
Hybrid

Jun 2019 - Dec 2020

Robotics Developer

I was a member of the Robotics Development Team, where we focused on creating data-driven drones using approaches such as Machine Learning, Computer Vision, Visual SLAM, Amazon Web Services, and open-source robotics technologies.

Education

Galatasaray University

2023 - Present
Master Degree in Data Science. Courses: Probability and Statistics, Data Lakes and Data Engineering, Machine Learning and LLMs

Karabuk University

2020 - 2023
Master Degree in CS. Courses: Machine Learning, NLP, Graph Theory, Data Mining

Karabuk University

2014 - 2019
Bachelor's Degree in Computer Science. Thesis:A Neural Image Caption Generator

Skills

ML
NLP
Data Science
Conversational AI
LLMs
RAG
Docker
Cloud Platforms

Projects

Diabetes GPT

This project aims to help people with diabetes to find answers to their questions in conversational ai platform.

LLMs
RAG
Python
Streamlit
Docker

Vector Databases and RAG

This project aims to store the vectors of the documents in the database and use them in RAG model.

Mongo DB
Langchain
OpenAI

Principal Component Analysis

Introduction to PCA and its implementation in Python.

Python
Sklearn
Jupyter Notebook

Kolmogorov-Arnold Networks

Explanation of Kolmogorov-Arnold networks.

Medium

Word Predictor

This project aims to predict the words that may come after the input using n-gram techniques.

NLP
n-grams
Python
Flask
Heroku

Data Augmentation

Data augmentation techs for natural language processing on Turkish language.

Jupyter Notebook
Data Augmentation
NLP

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