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Final project for the course "Introduction to Neuroscience" (2024 Fall).

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PRC: Can Parallel Reservoir Computing Support DDM?

overview

This is our final project for the course "Introduction to Neuroscience" (2024 Fall), supervised by Prof. T.Yang. For more details, we refer to our report.

Before running our code, use conda env create -f environment.yml to create your conda environment.

Model

./model is our code for PRC model, which contains the model itself, training and evaluation subparts.

Data

Our dataset is developed based on https://github.com/tyangLab/Sequence_learning. We appreciate this great work!

You can use it to generate datasets and specify shape sequence for analysis.

Analysis

./analysis and ./fig are our code for model analysis.

When running the figD.py file, you need to specify the generated shape sequence in dataset.py. Other code can be run directly.

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Final project for the course "Introduction to Neuroscience" (2024 Fall).

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