Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 5 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -14,3 +14,8 @@ The ML4Sci open source organization is participating in the [2022 Google Summer
![GSOC](https://ml4sci.org/images/GSoC/GSoC-icon-192.png)

Please take a look at our [GSoC Page](https://ml4sci.org/activities/gsoc.html) for more details.

## GSoC 2026
This repository contains information and project ideas for Google Summer of Code 2026.
Students are encouraged to explore project descriptions and contact mentors early.

6 changes: 6 additions & 0 deletions _gsocprojects/2026/project_ML4QDM.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,6 @@
## Baseline ML Strategy
- Perform exploratory data analysis (EDA) to understand detector feature distributions and data quality issues.
- Begin with classical baseline models such as Logistic Regression, Random Forest, or Gradient Boosting.
- Address class imbalance using techniques like reweighting or resampling if needed.
- Evaluate performance using Precision, Recall, F1-score, ROC-AUC, and confusion matrices.
- Use cross-validation to ensure model robustness across different data-taking periods.