Programming Assignment I
Select one of the assignments below. Assignments marked with can be extended as a continution in Programming Assgnment II. Projects marked with can be (with some additional work and depending on the results) published as scientific papers.
SHAP for time series
Main goal of the project is to take the code: https://github.com/sbobek/WindowSHAP/tree/main And add possibility of adding dynamic windows using ruptures point-detection algorithm.
Actionable SHAP
Self-explainable Neural Networks
The goal of this project is to reproduce results from Exploring Multi-Task Learning for Explainability
Lux on Mushrooms datset
The goal of this work is to test how LUX works on the Mushroom daatset.
- Dataset: Download
- Example preprocessing: Colab Notebook
XAI for affective computing
The goal of this project is to calculate various XAI models for affective prediciton models
- Start with the model: Colab model for LSTMConv1 models
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