Biography
🔥 Passionate AI and Deep Learning practitioner
🧑💻 Software developer (most of the time Pythonist)
👨🎓 Lifelong learner, always exploring
🤙 Keep it simple stupid (KISS)
Interests
- Deep Learning
- Computer Vision
- Machine Learning
- Data Science
Education
MSc in Computer Science, 2022
Karlsruhe Institute of Technology (KIT)
BSc in Computer Science, 2019
Karlsruhe Institute of Technology (KIT)
Awards
Winner of “Industry 4.0 & AR”-Challenge 🏆
Accomplishments
AiTalents 2020 Entrepreneur Education Program
Experience
Software Concept Developer / Innovation Manager for Algorithms
Working Student
- Development of a cloud-based Document Management System (DMS) using Polymer, Vue.js, TypeScript, JavaScript, and Amazon Web Services (AWS)
- Creation of automated tests with Jest and Cypress
- Collaboration in an internationally distributed Scrum team
Practical Experience
Walkable Path Discovery Utilizing Drones
- Development of “flying guide dog” prototype for visually impaired assistance based on DJI drones and semantic segmentation using Python
- Training of segmentation models on Cityscapes dataset and large-scale Mapillay Vistas dataset using PyTorch
- Design of drone self-control algorithm
- Build Pedestrian and Vehicle Traffic Lights (PVTL) dataset for traffic light recognition
- Design and training of traffic light recognition model using PyTorch
Hand Gesture Recognition
- Development of hand gesture recognition application with Python
- Building and training of neural networks using PyTorch
- Dataset preprocessing and data augmentation using albumentations
- Hyperparameter tuning using Ray-Tune
Real World Person Detection on Jetson GPU
- Training of Single-Stage Detectors (YOLO, RetinaNet, SSD)
- Deployment of end-to-end person detection pipeline on Nvidia Jetson devices
- Performance optimization using Nvidia Nsight
Lego Mindstorms
- Design and development of LEGO robot based on leJos Ev3 framework using Java
- Methodology: Scrum
- 2nd place in the final race
Development of an interactive feedback system based on RStudio Shiny for data from ESM applications for Android
- Development of Android application for survey based on experience sampling method (ESM)
- Methodology: Waterfall model
- Open source Frameworks: okhttp3, gson
Skills
Python
PyTorch
Java
JavaScript
TypeScript
Markdown
LaTex
C#
Linux
Git
Jupyter
VS Code
Languages
Chinese & Cantonese
Native
English
Proficient
German
Proficient