Resume

Resume

Emirhan YILDIRIM

Software DeveloperMachine Learning, Backend & AI Products
  • Email: emirhan0yildirim@gmail.com
  • LinkedIn: linkedin.com/in/emirhan-yildirim619
  • GitHub: github.com/frissonitte
  • Location: Turkiye, Remote

Summary

Final-year Information Systems Engineering student and Python Developer specializing in Machine Learning, Backend systems, and AI Products. Experienced in transitioning models from prototype notebooks to production-ready environments. Delivered measurable impact through an end-to-end AI pathology system (98.5% baseline accuracy), scalable ETL pipelines, and fault-tolerant backend workflows that reduced manual operational workload by over 90%.

Experience

Operations Manager and Python Developer | zidorun (Personal Venture)

Jun 2025 - Present | Sakarya, Turkiye

  • Founded a niche collectibles micro-venture and engineered its technical backend for multi-marketplace operations.
  • Built Python backend workflows and synchronization pipelines for inventory and pricing updates.
  • Reduced repetitive manual operations by 90%+.
  • Processed 700+ transactions with 99% success rate.

Intern Engineer | Platech Coating

Jun 2025 - Jul 2025 | Sakarya, Turkiye

  • Developed Portal Cleaner Ultimate, a Python desktop automation suite with Selenium and Tkinter for ERP portal operations.
  • Engineered multithreaded GUI architecture and retry-based fault-tolerant workflows.
  • Built scripts for automated reporting, order frequency analysis, and HTML-based product image extraction.
  • Reduced daily manual workload by 90% (from 4-6 hours to under 30 minutes).

Projects

WBC Analyzer: AI-Powered Pathology Assistant

Jan 2026 - Apr 2026 | Sakarya, Turkiye

  • Built end-to-end WBC classification using DenseNet121, custom preprocessing, and attention enhancements.
  • Achieved 98.5% validation accuracy and 89.6% out-of-distribution performance on TestB.
  • Built Flask REST API with validation, structured logging, and fault-tolerant error handling.
  • Achieved approximately 200 ms average response time.
  • Integrated Grad-CAM and a multi-model LLM agent (GPT-4o and Gemini) for explainability and shortcut-learning detection.

Popcorn Wagon: Hybrid Movie Recommendation System

Jan 2025 - May 2025

  • Built hybrid recommendation system with TruncatedSVD collaborative filtering and content-based methods via TMDB API over MovieLens data.
  • Built scalable ETL with Pandas and Dask.
  • Implemented similarity search with Spotify Annoy for millisecond-level latency.

Marketplace Automation Core

Dec 2025 - Mar 2026

  • Built anonymized Python automation core using Appium and Selenium.
  • Designed modular config-driven architecture separating generic automation logic from platform-specific selectors.
  • Implemented retry handling, scroll adjustments, and reusable task flows for stable execution.

Portal Cleaner Ultimate | Desktop RPA Suite

Jun 2025 - Jul 2025

  • Architected modular desktop RPA tooling for ERP workflow automation.
  • Built local mock ERP test harness (HTML/JS) for offline end-to-end testing with simulated dynamic states and injected server errors.
  • Designed fault-tolerant execution engine with centralized error logging and dynamic retries.
  • Built multithreaded GUI to keep UI responsive during heavy data ingestion and scraping.

Tech Stack

Programming

Python, SQL, C

AI / ML

Scikit-Learn, TensorFlow, Keras, OpenCV

Backend & Data

Flask, REST APIs, PostgreSQL, SQLite, SQLAlchemy, Pandas, Dask

Automation

Selenium, Appium, UiAutomator2, Tkinter, Multithreading

Tools

Git, Docker, ADB, Google Cloud APIs

Education

BSc Information Systems EngineeringSakarya University
Sep 2021 - Jun 2026Sakarya, Turkiye

Languages

  • Turkish: Native
  • English: Fluent / Professional

Certificates

  • CS50x: Introduction to Computer ScienceHarvard University
  • Odoo Student DiplomaOdoo