You will get a computer vision pipeline


Project details
I build computer vision systems that work in real production environments, not just demos. My most recent project involved a custom YOLO model and real-time object tracking for a delta robot at a food processing company in Turkiye, processing 30+ tons of vegetables daily at 99% accuracy. I shared a development video of this project, which went viral with 1.5M+ views across platforms including Reddit and X.
I combine deep software engineering experience (Python, React, Node.js, Spring Boot, AWS) with hands-on mechatronics knowledge. This means I understand not just the model, but the full pipeline from camera to output.
I currently have 5+ active production deployments. Due to NDAs, I can only share one publicly, but I am happy to discuss my experience in detail during a call.
If you need a computer vision solution that actually works under real-world conditions, I can build it.
Note: This project covers the computer vision model and inference code only. Hardware integration such as EtherCAT motion control or PLC connectivity is not included but can be discussed separately
I combine deep software engineering experience (Python, React, Node.js, Spring Boot, AWS) with hands-on mechatronics knowledge. This means I understand not just the model, but the full pipeline from camera to output.
I currently have 5+ active production deployments. Due to NDAs, I can only share one publicly, but I am happy to discuss my experience in detail during a call.
If you need a computer vision solution that actually works under real-world conditions, I can build it.
Note: This project covers the computer vision model and inference code only. Hardware integration such as EtherCAT motion control or PLC connectivity is not included but can be discussed separately
What's included
| Service Tiers |
Starter
$300
|
Standard
$700
|
Advanced
$1,500
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 30 days |
Number of Revisions | 1 | 2 | 3 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | - |
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$100 - $500Frequently asked questions
About Berken Eren
Full-Stack Developer & Mechatronics Engineer
Denizli, Turkey - 9:42 am local time
My work ranges from full-stack web apps to IoT devices to industrial robots. Most recently I built a computer vision pipeline for a delta robot processing 30+ tons of vegetable daily at 99% accuracy - custom YOLO model, real-time object tracking, motion control via EtherCAT... The project went viral unexpectedly, hitting 1.5M+ views across platforms.
I also have 3 years of full-stack experience in production - React, Node.js, Spring Boot, Kafka, RabbitMQ, MQTT, AWS, PostgreSQL...
Steps for completing your project
After purchasing the project, send requirements so Berken Eren can start the project.
Delivery time starts when Berken Eren receives requirements from you.
Berken Eren works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements
We discuss what you need, where the system will run, and what data you have
Dataset
I review your images or videos. If you have none, we figure out how to collect them

