Nguyen Quoc Khanh (Kane)
ORCID iD iconorcid.org/0009-0007-4278-149X

Email: nqkdeveloper[AT]gmail[dot]com

About Me (GitHub) (Google scholar) (LinkedIn)

Nguyen Quoc Khanh is currently working as a Data Scientist at ThinkPrompt and an AI Engineer intern at VinBigData, VinGroup. He received his B.E. degree from University of Information Technology - UIT in 2024. Before that, he joined ThinkPrompt (2023) and VinBigData (2024).
About his research preference: He is interested in curiosity-driven research on unsolved problems. He is keen on taking challenges of new problems as long as they are valuable in research or business.
I am open for a new position! Please contact me via email.

Education

University of Information Technology - UIT

August 2020 - December 2024. Bachelor of Information System.
With Very Good Graduation.

Professional Experience

Vingroup AI Engineer Training Program, VinBigData, VinGroup

July 2024 - Now.
AI Engineer
Training in cores subjects of AI: Math, Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, MLOPs, Data Engineering, AI Ethics.
THINKPROMPT CO., LTD

17 July 2023 - Now.
Junior Data Scientist, Lead Project
Research in Machine Learning Modeling, MLOPs, Data Engineering.

Productized Projects

Computer Vision-Based Advanced Driver Assistance System (ADAS) Developmen

Achievements: real-time high implement computer vision-based ADAS system on Object Detection, Multi-Object Tracking, Lane Detection, Lane Departure Warning System, Lane departure warning system, Forward Collision Warning System.
Productization:
  • Developed ADAS functionalities, including FCWS, LDWS, and LKAS, using only visual sensors.
  • Integrated object detection using YOLO models (YOLOv5 to YOLOv10, EfficientDet) and lane detection with Ultra-Fast-Lane-Detection-v2 in ONNX/TensorRT.
  • Enhanced tracking capabilities with ByteTrack for multi-object tracking and trajectory prediction.
  • Provided example scripts for lane and object detection using ONNX/TensorRT models for ease of deployment.
  • Implemented model quantization techniques (e.g., float16) for optimized model size and performance.
  • Developed a fully operational video inference pipeline with configurable lane and object detection models.
  • Implemented a traditional image processing pipeline for lane detection using camera calibration, distortion correction, perspective transforms, and color-based thresholding techniques.
  • Created a robust lane pixel detection algorithm that includes lane curvature calculation and vehicle position detection relative to lane center.
  • Compared the performance of traditional image processing techniques with deep learning models for lane detection and tracking performance.
Publicity: Code, Demo

Selective Publications

Optimal Model of Horse Racing Competition Decision Management Based on Machine Learning (Updating)

Nguyen Quoc Khanh, Nguyen Phuoc Sang, Vu Anh Tran
White Paper, ThinkPrompt CO., LTD

[Paper]
Human Safety and Personal Protective Equipment Detection in Manufacturing Industry using Real-Time Deep Learning methods
Nguyen Quoc Khanh

[Paper]
Medical Personal Protective Equipment Monitoring with Real-Time Deep Learning Techniques
Nguyen Quoc Khanh

[Paper]

Honors and Awards

  • Winner Future of UM - Game-Playing Strength of MCTS Variants, Maastricht University
  • Gold Medal (2017), Silver Medal (2018) of Physics, Olympic 10/3, Nguyen Du High School for the Gifted, Dak Lak

    • Certifications

  • DeepLearning.AI TensorFlow Developer Professional Certificate
  • DeepLearning.AI Data Engineering Professional Certificate
  • Generative AI for Software Development Skill Certificate
  • IBM Data Science Professional Certificate
  • IBM Data Analyst Professional Certificate
  • IBM Data Engineering Professional Certificate
  • IBM AI Developer Professional Certificate
  • IBM AI Product Manager Professional Certificate
  • IBM IT Project Manager Professional Certificate
  • IBM AI Engineering Professional Certificate
  • IBM IT Project Manager Professional Certificate
  • IBM Machine Learning Professional Certificate
  • Google Data Analytics Professional Certificate
  • Google Advanced Data Analytics Professional Certificate
  • Google Project Management: Professional Certificate
  • Google IT Automation with Python Professional Certificate
  • Preparing for Google Cloud Certification: Cloud Engineer Professional Certificate
  • Google Cloud Data Analytics Professional Certificate
  • Preparing for Google Cloud Certification: Cloud Data Engineer Professional Certificate
  • Microsoft Azure Data Scientist Associate (DP-100) Exam Prep Professional Certificate Professional Certificate
  • Microsoft Azure AI Fundamentals AI-900 Exam Prep Specialization

    • Blog

  • You can visit my Vision Blog to see more details about my talks. Thank you for your interest!

    • My Knowledge

  • For a comprehensive list of every term, word, and knowledge I have encountered and solved in my life, please visit my Kane Knowledge page.

    • Published with GitHub Pages