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Hello, I'm

Alperen Gülünay.

AI Engineer in Digital Transformation.

Leveraging machine learning and artificial intelligence skills to deliver innovative solutions for complex problems. I'm passionate about improving processes and supporting strategic decision-making with data-driven insights.

Profile picture of Alperen Gülünay

About Me

I’m Alperen, a computer engineering graduate working in the fields of artificial intelligence and data science. Currently, I focus on SCM and production planning optimization at a large-scale manufacturing company. In my projects, I don’t just design algorithms; I also develop backends and frequently take on business analysis responsibilities as part of the company culture. In this versatile role, I enjoy turning algorithms into concrete business solutions that drive efficiency and cost reduction. At the same time, I experiment with LLMs for internal knowledge-sharing and expert systems, pushing them in different directions until they help us solve our challenges. Leveraging my data science expertise, I also generate machine learning–driven insights. While my job description might seem a bit broad, I truly enjoy handling all these responsibilities.

My passion for technology goes beyond work; in my free time, I like to explore game development, algorithm design, and creative projects. I also participate in Kaggle competitions, where I challenge myself with diverse datasets and problem types, improving my skills in a competitive environment. Balancing my analytical and creative sides is what keeps me motivated to generate fresh ideas.

In the short term, my goal is to take part in large-scale AI engineering projects. In the long run, I aspire to launch my own venture and develop technologies that make a real difference in people’s lives.

Technical Skills & Specializations

Comprehensive technical capabilities for AI-driven solutions

Computer Science
AI Fundamentals
Statistics & Simulation
Proficient
Statistical modeling for data science and creating computer simulations.
★ Machine Learning
Expert
Data analysis, preprocessing, and modeling using Pandas, NumPy, and Matplotlib. Achieved top placement in a Kaggle competition with a custom ML solution.
★ Deep Learning
Expert
Designing and training deep neural networks with architectures like TensorFlow and CNN. (Deep Learning Onramp course)
Computer Vision
Proficient
Working on computer vision tasks such as image processing, classification, and object detection.
Heuristic Algorithms
Proficient
Developed heuristic systems like genetic algorithms for multi-objective and cost optimization in decision support systems.
★ Constraint Programming
Expert
Developed customized planning optimization projects using OR-Tools models, achieving high satisfaction through tailored solutions.
Software & Web Development
★ Python
Expert
I don’t just code in Python — I speak it fluently, with an OOP accent. Fluent in clean code, allergic to redundancy, and capable of writing full logic in one elegant line :)
★ C# & .NET
Expert
Experience in application development with the C# language and ASP.NET MVC framework.
MERN Stack
Proficient
Building modern and interactive web applications with MongoDB, Express.js, React.js, and Node.js.
Algorithms & Data Structures
Proficient
Knowledge of fundamental algorithms and working on advanced data structures like B+ Tree.
Industrial Data Integration
Proficient
Developed C# applications to capture and process real-time data from PLC machines for use in MES systems.
Data, Infrastructure & MLOps
★ MLOps
Expert
Deploying, versioning, and automating the lifecycle of models in production. (Machine Learning in Production course)
Docker
Proficient
Containerization for reproducible and isolated ML environments. (Actively used at ERNA MAŞ)
Databases
Proficient
Database management and design for both SQL (MS SQL Server, MySQL) and NoSQL (MongoDB).
Linux & Git
Proficient
Development in a Linux environment and version control with Git. (Professional experience at ERNA MAŞ)
★ FastAPI
Expert
Building scalable APIs with FastAPI and integrating AI systems into large-scale applications like RastAPI.
Streamlit & Gradio
Proficient
Creating simple user interfaces for model interaction and testing using Streamlit and Gradio.
Applied AI & Tools
★ RAG
Expert
Contributed to projects that structured and distributed legacy employee knowledge across the company using RAG-based systems.
Power BI
Proficient
Creating dynamic dashboards and visual analytics for real-time business insights.
Power Automate
Competent
Built automated workflows integrated with decision support systems and agent-based architectures.
AI Agents
Beginner
Developed simple AI agent workflows triggered by SQL-based conditions in small-scale projects.
MATLAB
Competent
Used MATLAB for AI development in support of scientific research projects.
★ Unity
Competent
Using Unity for hobby projects and visualizing AI models through interactive simulations.

Get in Touch

I'm always open to discussing new projects, creative ideas, or opportunities to be part of an ambitious vision. Feel free to reach out.

LinkedIn GitHub CV