Steven (Jinting) Zhu
Auckland,AUK
Summary
To seek and maintain full-time position that offers professional challenges utilizing interpersonal skills, excellent time management, and problem-solving skills using Graph theory, Mathematical Statistic with Python, and Few-shot Clustering in business and cybersecurity industrial area, such as Business Recommendation and Cybersecurity Analyst.
Overview
13
13
years of professional experience
Work History
Casual Marker for Data Science
Massey University
03.2023 - 04.2023
- Self-motivated, with a strong sense of personal responsibility.
- Excellent communication skills, both verbal and written.
- Managed time efficiently in order to complete all tasks within deadlines.
Graduate Teaching Assistant
Massey University
03.2019 - 06.2019
- Checked assignments, proctored tests and provided grades according to university standards.
- Introduction to Machine Learning and its Algorithms, Reasoning for computer science as well as Mathematical expression.
- Documented attendance : 1. Transfer learning 2. Convolutional neural network + Autoencoder 3. Logistic regression 4. LSTM + RNN Project 5. Multi-task Learning
Junior Full Stack Developer
Shanghai Bangtai Medical Investment Ltd.
12.2012 - 01.2014
- Reviewed code, debugged problems, and corrected issues.
- Worked with back-end developers to design APIs.
- Analyzed existing software implementations to identify areas requiring improvement.
- Developed functional databases, applications and servers to support websites on back-end.
- Skills: HTML, CSS, SQL, PHP, jQuery
Web Designer
Self Employed Web
10.2010 - 11.2011
- Completed domain name registrations and maintained website and web hosting account.
- Enhanced functionality and appearance of website and repaired functionality issues.
- Developed graphic and image assets for both content and digital marketing efforts.
- Promoted brand identity by creating company logos and delivering attractive, user-friendly and unique website.
Education
Ph.D. - Computer Science
Massey University
Auckland, NZ07.2023
Master of Science - Computer Technology
Kunming University of Science And Technology
Kunming City, Yunnan Province, China09.2018
College - Applied Electronics Technology
Jilin Business And Technology College
Changchun, Jiiln Province09.2009
Skills
- Few-shot Learning Application
- Graph Neural Network Application
- Shallow Machine learning Optimized
- Deep Learning Algorithm Design (Computer Vision and Natural Language Processing)
- Data Analyst (Data Mining, Exploratory Data Analysis, Feature Engineering, Few-shot Clustering)
- Cybersecurity in Malware Analysis
- Program Language: Python, Pytorch, Tensorflow, Matlab, SQL, HTML, CSS, C, Php
https://scholar.google.com/citations?user=YoUy1y8AAAAJ&hl=en
Few shot learning Applications:
Zhu, Jinting, et al. "A few-shot meta-learning based siamese neural network using entropy features for ransomware classification." Computers & Security 117 (2022): 102691.
Zhu, Jinting, et al. "Task-Aware Meta Learning-Based Siamese Neural Network for Classifying Control Flow Obfuscated Malware." Future Internet 15.6 (2023): 214.
Zhu J, Jang-Jaccard J, Watters PA. Multi-loss Siamese neural network with batch normalization layer for malware detection. IEEE Access. 2020 Sep 18;8:171542-50.
Zhu, Jinting and Jang-Jaccard, Julian and Welch, Ian and Sahaf, Harith AI and Camtepe, Seyit and Dunmore, Aeryn, Relation-Aware Based Siamese Denoising Autoencoder for Malware Few-Shot Classification. Available at SSRN: https://ssrn.com/abstract=4367408
Zhu, Jinting, et al. "A Ransomware Triage Approach using a Task Memory based on Meta-Transfer Learning Framework." arXiv preprint arXiv:2207.10242 (2022).
Graph Theory and Data Mining Applications:
Zhu, Jinting, et al. "Joint spectral clustering based on optimal graph and feature selection." Neural Processing Letters 53 (2021): 257-273.
Liu, T., Zhu, J., Zhou, J., Zhu, Y., & Zhu, X. (2019). Initialization-similarity clustering algorithm. Multimedia Tools and Applications, 78, 33279-33296.
Zhou, J., Liu, T., & Zhu, J. (2019). Weighted adjacent matrix for K-means clustering. Multimedia Tools and Applications, 78, 33415-33434.
Shallow Machine Learning Applications:
Li, H., Xu, J., Zhu, J., Tao, D., & Yu, Z. (2019). Top distance regularized projection and dictionary learning for person re-identification. Information Sciences, 502, 472-491.
Li, H., Zhu, J., & Tao, D. (2018). Asymmetric projection and dictionary learning with listwise and identity consistency constraints for person re-identification. IEEE Access, 6, 37977-37990.
Additional Information
Why does Few-shot learning and Meta-learning help the team be ahead of other competitors?
Please refer to these references published on the top-tier conference:
Timeline
Casual Marker for Data Science
Massey University
03.2023 - 04.2023
Graduate Teaching Assistant
Massey University
03.2019 - 06.2019
Junior Full Stack Developer
Shanghai Bangtai Medical Investment Ltd.
12.2012 - 01.2014
Web Designer
Self Employed Web
10.2010 - 11.2011
Ph.D. - Computer Science
Massey University
Master of Science - Computer Technology
Kunming University of Science And Technology
College - Applied Electronics Technology
Jilin Business And Technology College
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