Doan Manh Tan
************@*****.*** +84-768-***-*** linkedin.com/in/tân-d oàn-a89276248
github.com/SebastianKyle
Summary
I am a motivated computer science student with a strong focus on computer vision, image processing, and related algorithms. I have hands-on experience with machine learning and deep learning techniques and frameworks, along with knowledge in image processing algorithms. With a solid foundation in both theory and practical applications, I am passionate about leveraging AI and image processing techniques to solve real-world problems efficiently.
Technical Skills
Programming languages: C++, Python
Frameworks:
• Tensorflow, PyTorch
• OpenCV
• CUDA
Others:
• Understanding of image processing fundamentals
• Familiarity with Machine Learning / Deep Learning techniques
• Basic experience with parallel programming with CUDA C++
• Understanding of OOP methodologies, familiar with SOLID principles and design patterns Researches
Estimating carbon index from remote sensing imagery (thesis - ongoing)
• Investigating deep learning models for tree crown detection and carbon stock estimation techniques from aerial imagery.
• Exploring fusion mechanisms which fuse RGB images with height maps (CHM) derived from point cloud to improve detection accuracy.
Projects
Human Pose Estimation Github
• A personal project that allows for training pose estimation model with flexible customization.
• The code base also provides a real-time pose estimation application using cuda C++.
• The architecture was inspired by SimCC model and the DARKPose refinement method.
• Tools used: PyTorch, OpenCV, Cuda C++
Image Segmentation Github
• A personal project that provides implementations for image segmentation algorithms for experimenting.
• Tools used: C++, OpenCV
Image Recovery Github
• A personal project that implements algorithms for experimenting image restoration techniques
• Tools Used: C++, OpenCV
Certifications
• Machine Learning by Stanford University & DeepLearning.AI on Coursera. Certificate earned on July 16, 2024
• Deep Learning by DeepLearning.AI on Coursera. Certificate earned on July 16, 2024 Education
VNU-HCM University of Science, BS in Software Engineering Sept 2021 – Ongoing
• GPA: 3.57/4.0
Languages
Vietnamese: Native
English: Fluent - IELTS 7.5