Computer Vision Artificial Intelligence

+84-39-525-****

My Dinh *, Nam Tu Liem, Ha Noi

**************@*****.***

Tran Minh Hoang

Resume

github.com/chnk58hoang

linkedin.com/in/artorias3101

My full name is Tran Minh Hoang. I’m a graduated student in University of Engineering and Technology. I’m interested in Mathematics and Artificial Intelligence. I have knowlegde in Machine Learning, Deep Learning, especially in the field of Computer Vision. My career orientation is becoming an AI engineer. EDUCATION

Bachelor degree of Computer Sciene 2019 — 2023

University of Engineering and Technology, Vietnam National University of Ha Noi GPA: 3.27/4.00

• Provided general knowledge about Artificial Intelligence domain with Artificial Intelligence and Machine Learning courses.

• Provided in-depth knowledge about Artificial Intelligence sub-domains with Image Processing, Computer Vision and Speech Processing courses.

SKILLS

Programming Languages and Tools

• Advanced skills in programming with Python, basic skills in programming with C++

• Possessed intermediate skills in using Git

Framework

• Intermediate skills in using 2 deep learning frameworks: PyTorch and PyTorch Lightning

• Intermediate skills in using scikit-learn and Pandas

• Basic skills in using OpenCV, Django Rest framework Mathematics

• Possessed knowledge in Linear Algebra, Probability and Statistic. TECHNICAL EXPERIENCE

Research and Development Intern 06 2022 — 11 2022

Giao Hang Tiet Kiem JSC Cau Giay, Ha Noi

• Studying and researching papers for Computer Vision’s tasks: Object Detection, Face Recognition

• Developing deep learning module for Face Image Quality Assessment task. PERSONAL PROJECTS

Face Image Quality Assessment

• This is my graduation project. I implemented a baseline model for Face Image Quality Assessment tasks and applied my own improvement. My model can complete two following tasks simultaneously:

– Extracting embeddings for Face Recognition tasks.

– Estimating quality of face images and quantizing them as quality scores.

• GitHub: https://github.com/chnk58hoang/Thesis---Face-Image-Quality-Assessment.git Vietnamese Handwriting Recognition

• I implemented and trained an OCR model from scratch with PyTorch.

• My OCR model architecture is inspired by architecture of paper: https://arxiv.org/pdf/1507.05717.pdf

• I replaced the Recurrent Neural Network (RNN) in base architecture with Long-short term memory (LSTM). I also implemented vanilla Beam Search for decoding task. My model achieved 0.02 with Word Error Rate metric.

• GitHub: https://github.com/chnk58hoang/Vietnamese_Handwriting_Recognition.git Customized Faster RCNN

• I implemented a customized version of Faster RCNN for object detection task with Kmeans algorithm applied for anchor boxes initialization.

• GitHub: https://github.com/chnk58hoang/Customized-Faster-R-CNN.git

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