Computer Vision Ci Cd

https://www.linkedin.com/in/thanhdong**

A I E NGINEER, P Y T HON D E V E L O P E R

CERTIFICATIONS

WORK EXPERIENCE

Vietnam Posts and Telecommunications Group ( VNPT ) ****************@*****.***

DƯƠNG THANH ĐÔNG

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Computer Vison Model: Research and application of advanced models in the field of Computer Vision for License Plate Recognition System, Face Recognition System, Security System. Model Deployment: Implemented efficient data pipelines and optimized model inference workflows leveraging TensorRT, GPU servers ( Python ), and Kubernetes. Tracking Object: Worked on Multi-Object Tracking (MOT) algorithms such as SORT, ByteTrack and DeepSORT.Particularly, I excelled in developing a customized MOT algorithm based on the KCF tracker, specializing in Visual Object Tracking (VOT). Leveraging a Python wrapper for the KCF tracker (written in C++). I achieved a performance of over 400 FPS on a CPU while processing more than 25 KCF subjects. Asynchronous Processing: Utilized Celery, RabbitMQ, and Redis to implement robust and scalable solutions for asynchronous task queues, message queues, caching, and distributed task processing. Kubernetes: Utilized Kubernetes (K8s) to orchestrate and manage the deployment of microservices, ensuring efficient resource utilization and high availability of the system. CI/CD: Integrated CI/CD pipelines using GitLab, enabling automated testing, continuous integration, and deployment of AI models and software updates.

Backend: Utilized Flask and Flask-Rest-Jsonapi in conjunction with PostgreSQL to design, develop, and deploy robust RESTful APIs

Role : AI Engineer / Python Developer

Jan 2020 - Present

Programming language: Python, C/C++, Bashscript

Developer Tool: PyCharm

Technologies / Frameworks: Docker, Kubernetes, Linux, OpenCV, NumPy, Git, gRPC, Redis, PostgreSQL, Flask, FlaskAPI, PyTorch, Tensorflow, Keras, Celery, RabbitMQ SKILLS

EDUCATION

CAN THO UNIVERSITY, VIETNAM

GPA : 3.46 / 4

Bachelor of Science in Information Technology

2015 - 2019

Toeic (550) - IIG Vietnam 2019

094*-***-***

As an AI engineer and Python developer with 3 years of experience, I bring extensive expertise and technical skills in computer vision, model deployment, multi-object tracking, asynchronous processing, Kubernetes orchestration, CI/CD, and backend development. My goal is to drive innovation and deliver robust AI solutions.