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Sabri Burkay IrmakSI
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Sabri Burkay Irmak

@irmakburkay

AI Engineer who deployed computer vision systems across industrial production lines and optimized them for edge devices.

Turkey
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At Dataguess, I built and deployed computer vision systems for industrial clients, including object detection, anomaly detection, tracking, and counting. I worked across the model lifecycle, from data collection and labeling through training, evaluation, and refinement.

I deployed and optimized models on NVIDIA Jetson and Luxonis OAK devices using TensorRT and ONNX. I also delivered poka-yoke, counting, and tracking projects through site visits, requirements gathering, and customer handover.

At Yolda, I developed Python ML and optimization pipelines for vehicle-to-trip matching and fleet utilization. I built data and reporting pipelines with MongoDB and AWS, and contributed to workflows associated with an approximately 10% reduction in transportation costs.

Earlier, at PEAKUP, I built a vector search pipeline with Azure Cognitive Search to ground a GPT model on company data, and reduced the vector index size by a factor of five. My academic work includes a CNN for indoor object recognition and an RNN for Turkish Sign Language video-to-text translation, which achieved 89.92% accuracy.

Experience

Work history, roles, and key accomplishments

YO

AI Engineer

Yolda

May 2026 - Aug 2026 (3 months)

Developed Python-based ML and optimization pipelines for vehicle-to-trip matching and fleet utilization. Built data and reporting pipelines with MongoDB and AWS, optimizing vehicle assignment workflows and contributing to approximately 10% reduction in transportation costs.

PE

Artificial Intelligence Intern

PEAKUP

Jul 2023 - Aug 2023 (1 month)

Built a vector search pipeline with Azure Cognitive Search to ground a GPT model on company data, enabling a mobile app to answer questions from 50+ users. Organized and vectorized data, reducing the vector index size by a factor of five.

DU

Deep Learning Intern

Duzce University

Jun 2022 - Aug 2022 (2 months)

Developed a CNN model to recognize indoor objects to assist visually impaired individuals. Applied image processing techniques in MATLAB to calculate object distances and added audio output to communicate distance information.

Education

Degrees, certifications, and relevant coursework

Google Developers logoGD

Google Developers

Certificate, Machine Learning

2023 - 2023

Machine Learning Bootcamp certificate. Ranked in the top 5% in the Kaggle 'Spaceship Titanic' competition and placed 5th out of 92 in 'Breast Cancer Classification'.

Duzce University logoDU

Duzce University

Bachelor of Science, Computer Engineering

2019 - 2023

Grade: 3.57

B.S. in Computer Engineering with a thesis on Turkish Sign Language Detection. Achieved 89.92% accuracy with an RNN model for video-to-text translation.

TensorFlow logoTE

TensorFlow

TensorFlow Developer Certificate, Machine Learning

TensorFlow Developer Certificate.

DeepLearning.AI logoDE

DeepLearning.AI

DeepLearning.AI TensorFlow Developer, Machine Learning

DeepLearning.AI TensorFlow Developer certificate.

DeepLearning.AI logoDE

DeepLearning.AI

Deep Learning Specialization, Deep Learning

Deep Learning Specialization certificate.

inzva logoIN

inzva

Applied AI Study Group #8, Artificial Intelligence

Applied AI Study Group #8 certificate.

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