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
Projects
A Hybrid Approach with VAE and CNN in the Classification of Hyperspectral Satellite Images
thesis- Created Network 3D-CNN and VAE
- 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- GoPro Hero (7-8-9) and Max Video and Timestamp uploader
- GPS anomaly detection
- Panoramic image to Equiangular
- Ubuntu20.04+ and Windows11 GUI(gooey)
- DockerHub
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)
- Statistical features extraction (hjorth, DmaxminNorm )
