# Digital education

CS411 - [](https://moodle.epfl.ch/course/view.php?id=14248)[https://moodle.epfl.ch/course/view.php?id=14248](https://moodle.epfl.ch/course/view.php?id=14248)  
Our project hosted at [https://neuralnet.stergios.ch](https://neuralnet.stergios.ch)

# Project - Kyoto, baby

## AI-assisted learning for neural networks.

#### Core idea: 

**Learning goals:**

Students will be able to implement neural network concepts.

**Research question:**

- **How AI-assisted interactive visualisation of neural networks improve student learning performance?**
- **Would learning platform with AI feedback and instructions enhance stduent learning performance?**

**Task Analysis:**

[https://playground.tensorflow.org/](https://playground.tensorflow.org/) clone with specific targets.

- Experimental Group (A): Users get AI assistance for the first 10 examples (clipy style), then they have 5 test cases without AI.
- Control Group (B): Users get 10 test examples they need to optimise for, with generic rules of how different parameters affect performance, then 5 test cases

**Recruitment plan:**

- Master's student (Michalis's)
- Master EPFL student (Mauro's) ---> Isna need to asked first

We record (everything, but we focus on):

- Performance on the 5 test questions (complexity vs performance) and speed
- Engagement between clicks
- If Michalis approves -> performance on the NN assignment (post-intervention performance)
- Self-assessment survey: AI literacy, Intrinsic motivation