252025.127 Project Code

252025.127 Project Code

The Algonauts Project 2025 Challenge: How the Human Brain Makes Sense of Multimodal Movies

Alessandro Gifford - Neuroscience Projects

The Algonauts Project 2025 How the Human Brain Makes Sense of Multimodal Movies https://algonautsproject.com/

Reading List for Topics in Deep Learning for Brain Encoding and Decoding https://github.com/subbareddy248/Awesome-Brain-Encoding--Decoding?tab=readme-ov-file#linguistic-encoding:

Popham.et.al.2021 https://berkeley.app.box.com/s/l95gie5xtv56zocsgugmb7fs12nujpog

encoding-model-scaling-laws https://github.com/HuthLab/encoding-model-scaling-laws

lingprop-brain-alignment https://github.com/subbareddy248/lingprop-brain-alignment

brain_language_summarization https://github.com/awwkl/brain_language_summarization

brain_syntactic_representations https://github.com/anikethjr/brain_syntactic_representations

cognival https://github.com/DS3Lab/cognival

neural-nlp https://github.com/mschrimpf/neural-nlp

brain_task_effect https://github.com/otiliastr/brain_task_effect

brain_language_nlp https://github.com/mtoneva/brain_language_nlp

DL4Brain https://github.com/jashna14/DL4Brain

The Algonauts Project 2025 Challenge - Development Kit Tutorial https://colab.research.google.com/drive/1fop0zvaLBLBagvJRC-HDqGDSgQElNWZB

if platform == 'colab':

  !pip install ipywidgets

  !pip install moviepy

  !pip install nilearn

  !pip install git+https://github.com/facebookresearch/pytorchvideo

  !pip install pysoundfile

### 0.1.2 | Install libraries for Jupyter Notebook If you are running the tutorial in a Jupyter Notebook, you will need to first

install the following libraries: ```shell h5py==3.1.0 librosa==0.10.2.post1 matplotlib==3.9.4 moviepy==1.0.3 nilearn==0.9.2 numpy==1.26.4 pandas==1.5.1 pytorchvideo==0.1.5 scikit-learn==1.1.1 scipy==1.12.0 torch==1.13.0 tqdm==4.64.1 torchvision==0.14.0 transformers==4.33.3 ```

```shell pip install -r requirements.txt ```