Summary
Overview
Work History
Education
Skills
Timeline
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HOANG MINH TOAN

HOANG MINH TOAN

AI Enginner
Seoul

Summary

A results-driven AI engineer specializing in computer vision with over five years of experience. Demonstrated expertise in optimizing deep learning models, deploying AI solutions, and accelerating AI processing efficiency. Proven ability to improve model accuracy by up to 20% and optimize inference speed by 30% on edge devices. Adept at leading cross-functional teams and mentoring junior researchers.

Innovative Artificial Intelligence Engineer possessing strong mathematical skills and detailed knowledge of machine learning evaluation metrics and best practices. Offering 5+ years of experience creating programs and algorithms to enable machines to take actions without being directed. Expertise in predictive analysis, data mining and computational statistics. Logical and detailed professional with Python coding. Experienced with developing and deploying AI models that optimize performance. Utilizes advanced machine learning techniques to create scalable and efficient solutions. Strong understanding of neural networks, computer vision, and data mining.

Overview

12
12
years of professional experience
10
10
years of post-secondary education

Work History

AI Engineer

Dabeeo
12.2022 - Current
  • Implemented AI models for object detection, segmentation, and change detection in satellite imagery datasets with high accuracy above 90%
  • Developed an in-house georeferencing algorithm that to reduce process time by 8x
  • Optimized data processing to reduce processing time by 10x
  • Compiled, cleaned and manipulated data for proper handling.
  • Technologies: Python, PyTorch, GIS, GeoPandas, Pandas

Vision Software Engineer

KohYoung Technology
Seoul, Seoul
08.2021 - 12.2022
  • Led the maintenance and creation of 50+ test cases for a proprietary computer vision library
  • Developed an in-house comparison tool that decreased debugging time in one month
  • Technologies: Python, C++, Windows MFC, Jenkins

AI Researcher

Dongguk University
Seoul, Seoul
04.2020 - 08.2021
  • Designed and deployed an MOT model on edge devices, achieving 24fps on Google Coral TPU
  • Enhanced object tracking processing time by 10% through model quantization strategies
  • Technologies: Python, ONNX, TPU

Research Scientist

VinBrain (Acquired by NVIDIA)
12.2020 - 05.2021
  • Developed and deployed an object detection model for CCTV cameras, achieving 90% detection accuracy and 24 FPS processing speed.
  • Developed and deployed model human actions recognition from cctv camera with accuracy by 87%.
  • Collaborated with other teams to plan, collect, and process data for object detection and human action recognition tasks.
  • Mentored junior scientists, fostering professional growth and enhancing team capabilities.

AI Researcher

Korean Institute of Science and Technology (KIST)
09.2019 - 04.2020
  • Published a research paper on tiny face detection, achieving a 16%, 7%, and 1% improvement in precision of easy, medium, and hard categories respectively.
  • Mentored 1 undergraduate student in AI model development and implementation
  • Technologies: Python, PyTorch, RetinaNet

Software Developer

Viettel R&D Institute
Hanoi, Tay Ho
07.2013 - 08.2014
  • Developed and maintained an air defense system
  • Designed a new UI for defense systems, enhancing usability and operator efficiency by 10%
  • Technologies: C++, Qt

Education

Ph.D. - Multimedia Content and Signal Processing

Dongguk University
Seoul, South Korea
08.2014 - 09.2019

B.Eng. - Information System

Hanoi University of Science And Technology
Hanoi, Vietnam
09.2008 - 09.2013

Skills

Timeline

AI Engineer

Dabeeo
12.2022 - Current

Vision Software Engineer

KohYoung Technology
08.2021 - 12.2022

Research Scientist

VinBrain (Acquired by NVIDIA)
12.2020 - 05.2021

AI Researcher

Dongguk University
04.2020 - 08.2021

AI Researcher

Korean Institute of Science and Technology (KIST)
09.2019 - 04.2020

Ph.D. - Multimedia Content and Signal Processing

Dongguk University
08.2014 - 09.2019

Software Developer

Viettel R&D Institute
07.2013 - 08.2014

B.Eng. - Information System

Hanoi University of Science And Technology
09.2008 - 09.2013
HOANG MINH TOANAI Enginner