Hi, I am

Işıl Berfin Koparan

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.

About

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.

Kariyer.net
Düğün.com
Çiçeksepeti.com

What Can I Do For You?

Data Pipelines & ETL

  • Time series forecasting and trend analysis
  • Event log analytics and behavioral tracking
  • Automated data ingestion and transformation pipelines
Python SQL Google Cloud Microsoft Azure AWS

AI Agent Development

  • Automated multi-step workflow orchestration
  • Customer support chatbot systems
  • Automated email responders
  • Content generation pipelines
LangGraph CrewAI Semantic Kernel OpenAI SDK n8n

RAG Pipelines

  • Retrieval-based knowledge base Q&A systems
  • Semantic search over large document collections
  • Vector database optimization and indexing strategies
LangChain LlamaIndex Qdrant Pinecone Chroma

Predictive Modeling

  • Churn prediction and customer segmentation
  • Customer lifetime value (LTV) prediction
  • Click-through rate and conversion prediction
  • Recommendation and ranking models
XGBoost LightGBM Pandas NumPy AWS SageMaker

Personal Projects

AgentStudio

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.

Python LangGraph FastAPI RabbitMQ Pinecone OpenAI GPT-4o Streamlit Docker

My Blogs

Get In Touch

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Contact Information

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Email

isilberfin@hotmail.com

Phone

+90 (534) 018 17 42

Location

Istanbul, Turkey

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