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Work Experience
Data Engineer
N11.com• February 2021 - Present
Building actor based cloud microservices to collect millions of daily user events from one of the biggest e-commerce platforms in Turkey and building data pipelines for storage, data science and machine learning purposes using tools such as Akka, Kafka, Beam, Flink, Docker, Kubernetes and Google Cloud Platform.
Assistant Machine Learning Specialist
KKB Credit Bureau• June 2019 - February 2021
Designed, programmed and deployed end-to-end fully automated machine learning platform with batch and streaming data pipelines for anomaly detection on streaming data. This is an R&D project which is approved for funding by TUBITAK with my proof-of-concept work. • Real-time dashboard for deploying data pipelines and machine learning models on demand, visualizing model predictions and discussing outcomes across teams on forums. • Fully automated streaming data jobs for log data aggregation, batch jobs for model training, data drift and prediction drift detection with Kafka, Spark, Logstash, Airflow. • Fully automated custom MLOps platform built on Hashicorp Nomad and Consul cluster to deploy and scale models on demand with parameterized Levant templates. • Custom Python wrapper library to allow the team to develop ML algorithms using common interfaces for easy development, deployment and dependency management.
Data Science Intern
KKB Credit Bureau• February 2019 - May 2019
Studied anomaly detection and conducted data science experiments.
Education
Istanbul Bilgi University
International Trade and Business, BS• September 2015 - July 2019
CGPA: 3.25 Relevant coursework: • Algorithms and Programming (A) • Machine Learning for Managerial Decision Making (A) • Data Science and Social Media Analysis (A) • Data Management Techniques (A)
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