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Simon Fei's Projects

brainmagick icon brainmagick

Training and evaluation pipeline for MEG and EEG brain signal encoding and decoding using deep learning. Code for our paper "Decoding speech perception from non-invasive brain recordings" published in Nature Machine Intelligence, 2023.

cogs189wi20 icon cogs189wi20

Assignments for UCSD's COGS 189, EEG Brain Computer Interfaces

llama icon llama

Inference code for Llama models

llama-recipes icon llama-recipes

Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta Llama3 for WhatsApp & Messenger.

mi-ml icon mi-ml

Exploratory Machine Learning Algorithms for the NTX Motor Imagery BCI Project

psychopy icon psychopy

For running psychology and neuroscience experiments

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