Skills

Data Processing (ETL)
Computer Vision & Image Processing
AWS (EC2, S3, CDN)
MLOps
FastAPI
Python
SQL (PostgreSQL, MongoDB)
Docker & CI/CD
MLflow
QGIS

Experience & Education

Feb 2023 - Present
3BFab Technology

R&PD Computer Vision Engineer

  • Auto-base Optimization
  • Anti Aliasing improve
  • 3D Linear Algebra
Oct 2022 - Jan 2023
Carbon Consulting

Senior Machine Learning Engineer & MLOps

  • Medical application Heart Failure predict from audio
  • MLOps Engineer
  • Feature engineering
  • Docker compose building
  • Data Pipeline processing (ETL)
  • Turkcell ChatBot Worker development
May 2020 - Oct 2022
Visiosoft A.S.

Deep Learning Researcher & Computer Vision Engineer

  • Mobile mapping
  • Computer vision engineering
  • Deep Learning models improve and deployment
  • Virtualization (dockerfile, docker-compose)
  • C++ bind Python (pybind11)
  • FastAPI backend and used tech is Celery, RabbitMQ, Redis
  • 2D to 3D reconstruction using openSFM and colmap
  • Bearing calculate algorithm has developed for direction
May 2019 - Present
karadeniz technical university

Master of Science

https://ktu.edu.tr/

Oct 2013 - Oct 2017
karadeniz technical university

Computer Engineering

https://ktu.edu.tr/

Projects

A Hybrid Approach with VAE and CNN in the Classification of Hyperspectral Satellite Images
thesis
  • Created Network 3D-CNN and VAE
  • Our Network
  • Semi-supervised method
  • Paper Preparing...
Health APP
  • MLflow implementation for monitoring training and model registry.
  • Feature extraction from audio files.
  • Machine learning models improving
  • Deep Learning models developing in Pytorch
  • Anomaly detection researching with image processing in heart failure early diagnosis.
  • MongoDB
  • Google drive API
  • Telegram report bot
Mobile Mapping
mapilio-app
  • Deep Learning tools MMdetection backend Pytorch
  • Backbone is Resnet-50 and Neck is Caffe
  • Spatial query for postprocessing
  • GMS: Grid-based Motion Statistics for Feature Matching
  • Object tracking using graph node algorithm
  • Distributed train
  • Wandb model visualization and tracking hyper parameters
  • 400+ class detection
Utility Poles Detection & Mapping and Anomaly Detection/Reporting
enerjisa-app
  • Detection Utility Poles
  • Calculation Height
  • Dangerous/breach tree detection
  • Creating Power Line
  • Plate Information detection and reporting
ShopSign Detection and Tax Calculation AI System
smartax-app
  • Detection Shop Signs
  • Calculation Height,Width and Area
  • Panoramic Image Scale Variant Prediction
  • Youtube
Model Deployment
mapilio-api
  • Celery (flower)
  • RabbitMQ
  • Redis
  • Prediction and Calculation AI workers
  • CI/CD workflow
Action Cameras Image and Video Uploader
mapilio-kit
Automatically Slice Calculation Algorithm
obss/sahi
  • Automatically calculates slicing parameters
  • Resolution filter
  • Faster more than old version (x3)
Epileptic Seizure Recognition using LSTM
epileptic
  • Model Fusion
  • LSTM (Long Short-Term Memory)
  • Our Network
  • Statistical features extraction (hjorth, DmaxminNorm )

Contact