EXCEEDS logo
Exceeds
Chenhao

PROFILE

Chenhao

Chenhao contributed to the eth-srihub.io repository by developing and enhancing web-based teaching resources and research artifacts over four months. He implemented direct HTML and Markdown links to course materials and solutions, streamlining student and instructor access while maintaining clear version control. His work included updating personal and educational content, improving discoverability and accuracy for stakeholders. Chenhao also introduced a publication-ready framework for neural network adversarial robustness, leveraging machine learning techniques and reproducible research practices. Throughout, he focused on front end development, content management, and documentation, delivering targeted features with minimal risk and ensuring repository hygiene without introducing bugs.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

7Total
Bugs
0
Commits
7
Features
5
Lines of code
61
Activity Months4

Work History

January 2026

1 Commits • 1 Features

Jan 1, 2026

Concise monthly summary for 2026-01: Key business value focused on strengthening model robustness and publication readiness. Delivered Dual Randomized Smoothing Publication as a core feature to improve neural network resilience against adversarial attacks by leveraging input-dependent noise variances. All work centered in eth-sri/eth-srihub.io.git, anchored by commit 14e4e55b230d281846f54f742f783b9deb3d282c. No major bugs fixed this month; emphasis was on feature delivery, documentation, and artifact preparation to support reproducibility and review. Impact includes enhanced security posture for ML deployments and faster path to external publication. Technologies demonstrated include neural network robustness techniques, randomized smoothing, reproducible research practices, and git-based version control.

December 2025

3 Commits • 2 Features

Dec 1, 2025

December 2025: Delivered two high-impact updates for eth-srihub.io, improving personal branding and teaching material accessibility. Updated Chenhao's page with degree change to M.Sc. Data Science, corrected education timeline, and added recent work experience and awards. Added a direct link to Exercise 12 solution in teaching materials to streamline student access. This month emphasized content accuracy, accessibility, and user-oriented resource discovery, supporting student success and better developer profile presentation.

October 2025

1 Commits • 1 Features

Oct 1, 2025

October 2025 monthly summary for Eth Sri work. Delivered a targeted enhancement to the Teaching Materials Page in the eth-srihub.io.git repository by adding a direct link to Exercise 6 PDF, significantly improving accessibility and ease of access to rtai25 exercise materials. The change was implemented with a focused frontend content update and committed as: rtai25 exercise 6 (hash 4a08445e967ebc364def86de6f09dc9048a35f3f). No major bugs were reported this month; the update maintained stability while delivering user-value improvements. Overall, this work strengthens learner experience, supports accessibility goals, and demonstrates disciplined version-control and repository hygiene.

September 2025

2 Commits • 1 Features

Sep 1, 2025

Month: 2025-09 Overview: Delivered direct access to Rtai25 Course Exercise 02 resources on eth-srihub.io, enabling students and instructors to access materials and solutions with minimized navigation. Changes were limited to the specific HTML page and external resource links, ensuring low risk and fast deployment. Impact: Improved resource discoverability and integration for course materials, reducing friction and potential support inquiries during Exercise 02. Approach: Focused front-end resource linking with careful HTML scoping; maintained clear Git hygiene with concise commits for traceability.

Activity

Loading activity data...

Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance97.2%
AI Usage20.0%

Skills & Technologies

Programming Languages

HTMLMarkdown

Technical Skills

Content ManagementDocumentationWeb Developmentadversarial robustnessfront end developmentmachine learningresearchweb development

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

eth-sri/eth-srihub.io.git

Sep 2025 Jan 2026
4 Months active

Languages Used

HTMLMarkdown

Technical Skills

Content ManagementDocumentationWeb Developmentfront end developmentweb developmentadversarial robustness