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Welcome to the BetterSquirrelDetector repository! This repository contains scripts, data, and models that accompany a series of blog posts on data-centric AI and active learning. It builds upon the original SquirrelDetector project.
The repository is organized as follows:
.dvc
: Contains DVC files for tracking data and models..labelstudio
: Contains LabelStudio files for validation and test set images.annotations
: Includes validation and test datasets.data
: Data related to the project.models
: Pretrained models for squirrel detection.src
: Source code for various components of the project.Inside the src
folder:
data
: Scripts related to data handling and preparation.webserver
: Code for the web server component.Dockerfile
: Dockerfile for creating a containerized environment._wsgi.py
: Code for running a web server serving models from the MLflow Model Registry.docker-compose.yml
: Configuration for Docker Compose.get_or_create_mlflow_experiment.py
: Script for creating MLflow experiments.ls_model_server.py
: Code for updating Label Studio API endpoint.model_wrapper.py
: Wrapper for MLflow model registration.register_model.py
: Script for registering the model wrapper.train_squirrel_detector.py
: Script for training the squirrel detector.upload_model.py
: Script for uploading models.To get started with this project, follow these steps:
git clone https://dagshub.com/yonomitt/BetterSquirrelDetector.git
MLFLOW_TRACKING_URI=https://dagshub.com/yonomitt/BetterSquirrelDetector.mlflow \
MLFLOW_TRACKING_USERNAME=your_username \
MLFLOW_TRACKING_PASSWORD=your_token \
python script.py
Contributions to this project are welcome. To contribute, please follow the standard GitHub workflow:
Please ensure your code adheres to the project's coding guidelines.
Thank You for visiting the BetterSquirrelDetector repository! We hope you find this project interesting and valuable. Happy coding! 💻🐿️
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