Hi, I am
I build end-to-end AI solutions that help businesses understand user behavior, deliver personalized experiences, and improve customer interactions through recommender systems, data pipelines, and agentic AI workflows.
Hi, my name is Işıl Berfin Koparan and I am a Data Scientist / Machine Learning Engineer. I hold a Bachelor's degree in Mathematical Engineering.
I have 3 years of experience working in production environments across product-driven companies, including a job marketplace (Kariyer.net), a service marketplace for wedding businesses (Düğün.com), and an e-commerce platform (Çiçeksepeti). These platforms operate on marketplace, subscription-based, and transaction-based models, where data plays a key role in connecting users with relevant services and driving business outcomes.
I enjoy designing end-to-end systems that go beyond models, making data easier to understand, use, and translate into meaningful impact for users and businesses, while using modern AI technologies to improve user experience and customer satisfaction.



A skill showcase project simulating a real e-commerce order flow, placing orders, tracking delivery timers, and handling customer support, powered by LLM-based agents, a RAG pipeline, and async event processing.
May 27, 2025
As a young data scientist, this was a lesson I learned the hard way. We always cheer a good F1 score, great ROC curve, balanced precision and recall. But after 3 months, a question haunts us: "Did churn rates decrease?" A high-performing model on paper doesn't guarantee business value in practice.
Read on Medium
January 16, 2024
In the world of fast-paced technology-based environments, Shift Optimization plays a crucial role in helping companies use their workforce wisely, making sure that employees with the right skills are available when needed.
Read on MediumHave a question or want to work together? Drop me a message and I'll get back to you.
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isilberfin@hotmail.com
+90 (534) 018 17 42
Istanbul, Turkey