Yuchen Song
Melbourne,Australia
Summary
I am a current Master's student in Information Technology at the University of Melbourne, with extensive development experience and model training expertise gained during my studies. I am well-versed in team development processes such as Agile and have hands-on experience in both frontend and backend development. Proficient in NLP and Computer vision model training, I am fluent in both Chinese and English. I am eager to leverage my technical expertise and collaborative skills in a dynamic team environment.
Overview
4
4
years of professional experience
Work History
Academic Project
NLP Model Training for Climate Evidence and Claim Matching
Melbourne, Australia
02.2024 - 06.2024
- Developed an NLP model to predict the matching and classification of climate evidence and claims.
- Identified the most relevant evidence and labeled it as SUPPORTS, REFUTES, NOT_ENOUGH_INFO, or DISPUTED.
- Collaborated in a team of four, achieving a final grade of 77/100.
Academic Project
Agile WebApp Development for ROSBag Annotation
Melbourne, Australia
02.2024 - 06.2024
- Built a complete web application from scratch using Agile methodology.
- Acted as the Frontend Engineer in a team of six, using React and Vite.
- Collaborated and communicated effectively with team members and clients, incorporating feedback and changes as required.
- Developed a webapp for converting ROSBag files into videos and annotating them.
- Received high praise from clients and tutors for the project.
- Project is available on GitHub.
- Final mark:77/100.
Research Intern
Cisco Technology Services (Dalian) Co., Ltd
Dalian, China
07.2023 - 12.2023
- Conducted literature review and engaged in discussions with mentor.
- Attempted to replicate models from research papers.
- Collaborated with team to detect login anomalies using machine learning models.
- Gained valuable experience in model implementation and anomaly detection.
Academic Projects
AI Planning for Azul game
Melbourne, Australia
05.2023 - 06.2023
- Trained game agents using algorithms and models to achieve high win rates
- Employed MCTS, Q-learning, and Minimax methods
- Personally responsible for the Q-learning component
- Final mark 86/100.
Academic Projects
Movie Finder Development
Sydney, Australia
06.2022 - 08.2022
- Part of a 5-member team; developed features for searching, rating, commenting, blacklisting, wishlisting, recommending movies, and sentiment analysis of comments
- Completed the project 'Movie Finder' in three stages over two months using Jira for task allocation
- Used Kaggle datasets and Python for backend programming, SQL for database interactions, and HTML for frontend design
Research Intern
SEEDSMED Technology Inc.
ChengDu, China
09.2020 - 06.2022
- Conducted literature review and applied YOLOv5 for digestive endoscopy image recognition.
- Developed and optimized deep neural network models for classifying and detecting common lesions.
- Achieved over 93% precision and recall in lesion recognition.
Academic Projects
Image Classification with Deep Learning
Sydney, Australia
11.2021 - 12.2021
- Developed an image classification model to recognize cats
- Applied data augmentation techniques to reduce overfitting
- Created a convolutional neural network using resnet18 model with Python and PyTorch, achieving 84% classification accuracy
Academic Projects
Multifunctional Forum Backend Development
Sydney, Australia
04.2021 - 05.2021
- Developed a Python-based multifunctional forum backend
- Implemented user registration and login, profile editing, messaging, group chat creation, delayed messaging, and like/comment functionalities
Education
Master of Information Technology - Artificial Intelligence
The University of Melbourne
06.2024
Bachelor of Science - Computer Science
The University of New South Wales
12.2022
Skills
Programming Languages
- Python, Java, C, SQL
Machine Learning & Deep Learning
- Model Training, Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, NLP Techniques
Software Development
- Frontend: React
- Backend: Python
- Database: MySQL, PostgreSQL
Tools
- TensorFlow, PyTorch, Scikit-Learn, Git, Docker
Languages
- Chinese (Native), English (Fluent)
Timeline
Academic Project
NLP Model Training for Climate Evidence and Claim Matching
02.2024 - 06.2024
Academic Project
Agile WebApp Development for ROSBag Annotation
02.2024 - 06.2024
Research Intern
Cisco Technology Services (Dalian) Co., Ltd
07.2023 - 12.2023
Academic Projects
AI Planning for Azul game
05.2023 - 06.2023
Academic Projects
Movie Finder Development
06.2022 - 08.2022
Academic Projects
Image Classification with Deep Learning
11.2021 - 12.2021
Academic Projects
Multifunctional Forum Backend Development
04.2021 - 05.2021
Research Intern
SEEDSMED Technology Inc.
09.2020 - 06.2022
Master of Information Technology - Artificial Intelligence
The University of Melbourne
Bachelor of Science - Computer Science
The University of New South Wales
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