# Dataset Card for "beans-outlier"

📚 This dataset is an enhancved version of the [ibean project of the AIR lab](https://github.com/AI-Lab-Makerere/ibean/).

The workflow is described in the medium article: [Changes of Embeddings during Fine-Tuning of Transformers](https://medium.com/@markus.stoll/changes-of-embeddings-during-fine-tuning-c22aa1615921).

## Explore the Dataset

The open source data curation tool [Renumics Spotlight](https://github.com/Renumics/spotlight) allows you to explorer this dataset. You can find a Hugging Face Space running Spotlight with this dataset here: <https://huggingface.co/spaces/renumics/beans-outlier>
![Analyze with Spotlight](https://spotlight.renumics.com/resources/hf-beans-outlier.png)



Or you can explorer it locally:

```python
!pip install renumics-spotlight datasets
from renumics import spotlight
import datasets

ds = datasets.load_dataset("renumics/beansoutlier", split="train")
df = ds.to_pandas()
df["label_str"] = df["labels"].apply(lambda x: ds.features["labels"].int2str(x))
dtypes = {
    "nn_image": spotlight.Image,
    "image": spotlight.Image,
    "embedding_ft": spotlight.Embedding,
    "embedding_foundation": spotlight.Embedding,
}
spotlight.show(
    df,
    dtype=dtypes,
    layout="https://spotlight.renumics.com/resources/layout_pre_post_ft.json",
)
```
task_categories:image-classification task_ids:multi-class-image-classification annotations_creators:expert-generated language_creators:expert-generated multilinguality:monolingual size_categories:1K<n<10K source_datasets:extended language:en license:mit region:us
{"annotations_creators": ["expert-generated"], "language_creators": ["expert-generated"], "language": ["en"], "license": ["mit"], "multilinguality": ["monolingual"], "size_categories": ["1K<n<10K"], "source_datasets": ["extended"], "task_categories": ["image-classification"], "task_ids": ["multi-class-image-classification"], "pretty_name": "Beans", "dataset_info": {"features": [{"name": "image_file_path", "dtype": "string"}, {"name": "image", "dtype": "image"}, {"name": "labels", "dtype": {"class_label": {"names": {"0": "angular_leaf_spot", "1": "bean_rust", "2": "healthy"}}}}, {"name": "embedding_foundation", "sequence": "float32"}, {"name": "embedding_ft", "sequence": "float32"}, {"name": "outlier_score_ft", "dtype": "float64"}, {"name": "outlier_score_foundation", "dtype": "float64"}, {"name": "nn_image", "dtype": "image"}], "splits": [{"name": "train", "num_bytes": 293531811.754, "num_examples": 1034}], "download_size": 0, "dataset_size": 293531811.754}}
TAGS
#task_categories-image-classification #task_ids-multi-class-image-classification #annotations_creators-expert-generated #language_creators-expert-generated #multilinguality-monolingual #size_categories-1K<n<10K #source_datasets-extended #language-English #license-mit #region-us 

# Dataset Card for "beans-outlier"

 This dataset is an enhancved version of the ibean project of the AIR lab.

The workflow is described in the medium article: Changes of Embeddings during Fine-Tuning of Transformers.

## Explore the Dataset

The open source data curation tool Renumics Spotlight allows you to explorer this dataset. You can find a Hugging Face Space running Spotlight with this dataset here: <URL
!Analyze with Spotlight



Or you can explorer it locally:


# Dataset Card for "beans-outlier"

 This dataset is an enhancved version of the ibean project of the AIR lab.

The workflow is described in the medium article: Changes of Embeddings during Fine-Tuning of Transformers. ## Explore the Dataset

The open source data curation tool Renumics Spotlight allows you to explorer this dataset. You can find a Hugging Face Space running Spotlight with this dataset here: <URL
!Analyze with Spotlight



Or you can explorer it locally:
TAGS
#task_categories-image-classification #task_ids-multi-class-image-classification #annotations_creators-expert-generated #language_creators-expert-generated #multilinguality-monolingual #size_categories-1K<n<10K #source_datasets-extended #language-English #license-mit #region-us 
 # Dataset Card for "beans-outlier"

 This dataset is an enhancved version of the ibean project of the AIR lab.

The workflow is described in the medium article: Changes of Embeddings during Fine-Tuning of Transformers. ## Explore the Dataset

The open source data curation tool Renumics Spotlight allows you to explorer this dataset. You can find a Hugging Face Space running Spotlight with this dataset here: <URL
!Analyze with Spotlight



Or you can explorer it locally: