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buraketmen/README.md

Hi there 👋

I'm Burak, full stack developer with a background in data science. I love to build seamlessly integrating AI-driven solutions into user-friendly web platforms. I have experience in developing data analytics pipelines, AI models, and web applications. I'm adept at balancing data science and web development roles to deliver end-to-end solutions in 10+ multi-disciplinary R&D projects, contributing to 10+ publications.
 

LinkedIn ResearchGate

Research Projects
  • IoD (EUREKA): Analyzed and automatically grouped Jenkins deployment data from Turkcell using NLP algorithms, enabling developers to take quick action.

  • SMART-PDM (EUREKA): Analyzed field data from Zorlu Energy, Kocaer, and Anadolu Isuzu to develop predictive maintenance models using LightGBM, XGBoost and LSTM.

  • Health5G (EUREKA): Analyzed health data from Inosens, Vestel, and Sempertech. Designed and developed the Enforma IoT Platform to stream sensor data seamlessly.

  • SmartWind (EUREKA): Responsible for data analysis, fault detection and ai model development using data from Zorlu Energy's SCADA systems. Developed services to transfer model results to Isotrol's Google Cloud data infrastructure.

  • MIRAI (EUREKA): Transferred the mini version of PID control processes of ELIAR's devices to a Python-based simulation environment, utilizing open-source SoTA tools.

  • iData40 (HORIZON2020): Responsible for managing IoT edge nodes, data acquisition, digital signal processing, and advanced analytics within a cloud-based platform.

  • iRel40 (HORIZON2020): Responsible for analyzing sound and vibration data from Arçelik's washing machine motors to determine pass/fail outcomes and identify root causes of failures.

  • Qual40 (HORIZON2020): Developed a microservice-based application to collect sound recordings from Isuzu vehicles, leveraging AI for pass/fail decisions.

  • eQual40 (EIT Manufacturing): Developed an on-premises microservices extension to the IIoT Analytics platform, integrating AI solutions, processing manufacturing data, and securely transferring model metrics and logs to the cloud for management and optimization.

  • Batch40 (TÜBİTAK): Responsible for performance calculation using data collected from textile machines, detecting anomalies with AI models, investigating their causes, and handling processes related to data storage.

Publications
  • Arrowhead and Mimosa Based IoT Framework with an Industrial Predictive Maintenance Application DOI:10.1109/INISTA52262.2021.9548127

  • Deep Neural Network Based Log Analysis DOI:10.1109/SIU53274.2021.9477836

  • Prediction of Failures in Wind Turbines DOI:10.1109/SIU53274.2021.9477858

  • An AI-based Architecture Framework for Improving End-of-line Reliability Tests of Electric Motors DOI:10.1109/IECON49645.2022.9968853

  • Condition Monitoring on Renewable Energy Production with Application to Wind Generation DOI:10.1109/IECON49645.2022.9968833

  • Container Based Distributed Simulation for Temperature Control in Textile Dyeing Processes DOI:10.1109/CoDIT58514.2023.10284225

  • Nesnelerin İnterneti Tabanlı Vagon Takip Sistemi, IMISC 2019

  • End-to-End Integration of an Arduino Based Edge Device with Healthcare Analytics Platform, IASRS 2021

  • Anomaly Detection using Audio Signals, IASRS 2021

  • Brake Pad Wear Estimation in Heavy Commercial Vehicles, ICoSReSSE 2021

  • Machine Learning for Human Activity Recognition, ICONSOS 2021

  • Wind Turbine Condition Monitoring Using Failure Analysis, ISEMAS 2022

Tech Stack

Languages & Frameworks

Python JavaScript TypeScript

Webpack React Ant Design Tailwind React Flow Shadcn

Django Django REST Framework FastAPI Celery Plotly Jupyter Notebook Pandas NumPy SciPy TensorFlow Scikit Learn Matplotlib Seaborn ADTK

Tools & Technologies

AWS Docker Grafana RabbitMQ InfluxDB PostgreSQL Redis Loki Node-RED Elasticsearch Kibana Logstash Nginx Traefik

Pinned Loading

  1. influxdb2-s3-backup influxdb2-s3-backup Public

    InfluxDB v2 S3 Backup

    Shell 4

  2. make-your-gif make-your-gif Public

    A modern web application that allows you to create, edit, and customize GIFs directly in your browser. Built with Next.js, TypeScript, Tailwind and FFmpeg.

    TypeScript

  3. nextjs-project-structure nextjs-project-structure Public

    An interactive web application that helps visualize and understand Next.js project structures.

    TypeScript

  4. email-collector email-collector Public

    Chrome extension that helps you collect email addresses from web pages efficiently. Built with React, Antd, and powered by RFC 5322 compliant email validation.

    JavaScript

  5. twitter-blue-hider twitter-blue-hider Public

    Chrome extension that allows you to hide posts from verified accounts (blue accounts) on X (formerly Twitter). With a simple toggle, you can choose to show or hide posts from verified users, giving…

    JavaScript 1

  6. vs-code-ai-bar vs-code-ai-bar Public

    VS Code extension, it is built with React, TailwindCSS, TypeScript, Webpack, and VS Code Webview API.

    TypeScript 1