Releases | Open Source Science

social-media-lab - 2025-01-13

Introduced a Jupyter notebook for fine-tuning BERT models on text classification tasks.
Covers binary classification, dataset preparation, handling class imbalances, and hyperparameter tuning.
Integrates Weights & Biases for tracking and evaluating hyperparameter sweeps.
Includes custom trainer for class weights and LIME-based explainability.

- Jupyter Notebook
Published by michaelachmann about 1 year ago

social-media-lab - 2024-12-09

Updated the evaluation notebook to handle both, multiple annotation projects (for the label studio open source version), and single projects.

- Jupyter Notebook
Published by michaelachmann over 1 year ago

social-media-lab - 2024-11-18

Updated the Corpus Analysis and BERTopic notebooks for compatibility with new datasets.

- Jupyter Notebook
Published by michaelachmann over 1 year ago

social-media-lab - 2024-10-28

Updated the GPT Literature Review notebook. Updated the OpenAI client, usage of new model, usage of json mode.

- Jupyter Notebook
Published by michaelachmann over 1 year ago

social-media-lab - 2024-02-05

Added the reporting notebook. The notebook showcases statistical tests with one example using fake data.

- Jupyter Notebook
Published by michaelachmann about 2 years ago

Added * Version 2 of Evaluation Notebook: Compatible with multiple annotation projects. Added the labels interface. * Updated the Ensemble Notebook: Includes several steps for collecting information on a given set of images using the Google Vision API * Added a new Label Studio export notebook: This one includes the code to upload images (media files) to a Google Cloud Bucket location for the use with Label Studio for image (video / audio) annotations.

- Jupyter Notebook
Published by michaelachmann about 2 years ago