# Dataset Card for "cifar10-outlier"

📚 This dataset is an enriched version of the [CIFAR-10 Dataset](https://www.cs.toronto.edu/~kriz/cifar.html).

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 Spaces running Spotlight with this dataset here: 
- Full Version (High hardware requirement) <https://huggingface.co/spaces/renumics/cifar10-outlier>
- Fast Version <https://huggingface.co/spaces/renumics/cifar10-outlier-low>
![Analyze with Spotlight](https://spotlight.renumics.com/resources/hf-cifar10-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/cifar10-outlier", split="train")
df = ds.rename_columns({"img": "image", "label": "labels"}).to_pandas()
df["label_str"] = df["labels"].apply(lambda x: ds.features["label"].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 annotations_creators:crowdsourced language_creators:found multilinguality:monolingual size_categories:10K<n<100K source_datasets:extended|other-80-Million-Tiny-Images language:en license:unknown region:us
{"annotations_creators": ["crowdsourced"], "language_creators": ["found"], "language": ["en"], "license": ["unknown"], "multilinguality": ["monolingual"], "size_categories": ["10K<n<100K"], "source_datasets": ["extended|other-80-Million-Tiny-Images"], "task_categories": ["image-classification"], "task_ids": [], "paperswithcode_id": "cifar-10", "pretty_name": "Cifar10-Outliers", "dataset_info": {"features": [{"name": "img", "dtype": "image"}, {"name": "label", "dtype": {"class_label": {"names": {"0": "airplane", "1": "automobile", "2": "bird", "3": "cat", "4": "deer", "5": "dog", "6": "frog", "7": "horse", "8": "ship", "9": "truck"}}}}, {"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", "struct": [{"name": "bytes", "dtype": "binary"}, {"name": "path", "dtype": "null"}]}], "config_name": "plain_text", "splits": [{"name": "train", "num_bytes": 535120320.0, "num_examples": 50000}], "download_size": 595144805, "dataset_size": 535120320.0}}
TAGS
#task_categories-image-classification #annotations_creators-crowdsourced #language_creators-found #multilinguality-monolingual #size_categories-10K<n<100K #source_datasets-extended|other-80-Million-Tiny-Images #language-English #license-unknown #region-us 

# Dataset Card for "cifar10-outlier"

 This dataset is an enriched version of the CIFAR-10 Dataset.

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 Spaces running Spotlight with this dataset here: 
- Full Version (High hardware requirement) <URL
- Fast Version <URL
!Analyze with Spotlight



Or you can explorer it locally:




# Dataset Card for "cifar10-outlier"

 This dataset is an enriched version of the CIFAR-10 Dataset.

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 Spaces running Spotlight with this dataset here: 
- Full Version (High hardware requirement) <URL
- Fast Version <URL
!Analyze with Spotlight



Or you can explorer it locally:
TAGS
#task_categories-image-classification #annotations_creators-crowdsourced #language_creators-found #multilinguality-monolingual #size_categories-10K<n<100K #source_datasets-extended|other-80-Million-Tiny-Images #language-English #license-unknown #region-us 
 # Dataset Card for "cifar10-outlier"

 This dataset is an enriched version of the CIFAR-10 Dataset.

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 Spaces running Spotlight with this dataset here: 
- Full Version (High hardware requirement) <URL
- Fast Version <URL
!Analyze with Spotlight



Or you can explorer it locally: