Introduction to Machine Learning
April 2025
Invited Speaker
Bilkent University CTISInvited lecture covering supervised learning fundamentals, model evaluation, and practical deployment tips.
LinkedIn Announcement
I made this portfolio to showcase my skills, projects, and experiences in the field of machine learning. CVs have limited space, so I wanted to create something more informative and expressive. Feel free to explore and learn more about me!
Current interest: ML & AI system design
I am a Machine Learning Engineer with BSc and MSc degrees in Computer Science from Bilkent University. I have over six years of experience working on end-to-end machine learning systems — from research and modeling to deployment, monitoring, and optimization. I am currently working at the Central Bank of Türkiye, where my work focuses on data-driven modeling for financial infrastructures and real-time nowcasting of macroeconomic indicators.
Python, Java, SQL
PyTorch, TensorFlow, scikit-learn NumPy, pandas, OpenCV Classical ML, deep learning, time-series modeling
RAG: LangChain, embedding-based retrieval pipelines Vector DBs: Qdrant, FAISS Fine-tuning: LoRA Prompt engineering & evaluation
Docker, Git, MLflow, Prefect Kubeflow pipelines Model serving: Triton Inference Server
AWS (S3, EC2, SageMaker, Bedrock) Scalable deployment & inference pipelines
React, Next.js, Gradio
In this section you will find detailed case studies of projects I have worked on. Each case study outlines the problem, my approach, the technologies used, and the outcomes achieved. These studies highlight my problem-solving skills, technical expertise, and ability to deliver impactful solutions. Also, you can see the system design of each project to understand the architecture and workflow better.
A selection of my academic work that explores machine learning and computer vision. Entries load automatically from my BibTeX library but you can also view them on Google Scholar with the citations and papers. If you want to access and read the paper send me an email!
View on Google ScholarLoading publications...
I enjoy sharing what I learn with communities—whether through university lectures or public workshops. Here are a few recent teaching highlights.
April 2025
Invited Speaker
Bilkent University CTISInvited lecture covering supervised learning fundamentals, model evaluation, and practical deployment tips.
LinkedIn AnnouncementSeptember 2024 – December 2024
Instructor
SistersLabConducted a semester-long program introducing AI concepts, hands-on projects, and ethical discussions.
LinkedIn AnnouncementSlides, exercises, and supplementary resources will be added here. Check back soon or reach out if you need early access.
Ready to collaborate on your next project? I'm open to meaningful opportunities and collaborations across research, engineering, and community work.