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runpod_hack's Introduction

Runpod Hackathon

Runpod hackathon - Neurosity classifier

Demo

Demo Video

Dataset

The dataset contains 8 classes:

0,2,4,6,7,8,22,34 which is Rest, Left Arm, Tongue, Jumping Jacks, Left Foot, Push, Disappear

Each class has over 10,000 trials.

Each Trial was recorded with a Neurosity Crown in the Developer Console while training a TangentSpace + LDA model.

Download the dataset here: Dataset

Running

You'll need to create a .env file to store four environment variables:

NEUROSITY_EMAIL="email" NEUROSITY_PASSWORD="password" NEUROSITY_DEVICE_ID="ID" RUNPOD_API_KEY="KEY"

Run with python main.py

Docker image

Find the docker image at https://hub.docker.com/repository/docker/1shotfinish/runpod_hack/ In this image, you'll find the model joblib file and standard scaler pickle file

  • model - random_forest_model2.joblib
  • standard scaler - standard_scaler.pkl

runpod_hack's People

Contributors

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