datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
jinyang-omentum-rmats-outlier-fixed-biology-results-v1
jinyang-omentum-rmats-outlier-fixed-biology-results-v1
Biology of the k=2 subgroups from jinyang-omentum-rmats-outlier-fixed-clustering (cluster1 n=116 / cluster2 n=50, 166 outlier-excluded omentum samples; expression analyses on the 160-sample TPM-labeled intersection). CAVEAT (stated plainly, not buried): cluster1/cluster2 are collinear with sequencing platform to within one sample -- cluster 2 contains ZERO NovaSeq-6000 samples and cluster 1 is 113/116 NovaSeq-6000. The… See the full description on the dataset page: https://huggingface.co/datasets/depinwang/jinyang-omentum-rmats-outlier-fixed-biology-results-v1.jinyang-omentum-rmats-outlier-fixed-clustering-results-v1
jinyang-omentum-rmats-outlier-fixed-clustering-results-v1
Patient-level permutation-null control, N=50 (canary; final extends to N=200). IMPORTANT CAVEAT (see 01_pipeline.R header and EXPERIMENT_README.md): this tests circularity in the CLUSTERING+LOG-RANK steps ONLY -- the 651 candidate events are FIXED across every permutation draw (they were externally selected using the TRUE survival outcome, not re-derived by this pipeline), so this control does NOT correct for… See the full description on the dataset page: https://huggingface.co/datasets/depinwang/jinyang-omentum-rmats-outlier-fixed-clustering-results-v1.bimanual-so101-position-cup-for-coffee-3-no-outlierThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so_follower",
"total_episodes": 300,
"total_frames": 87235,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:300"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/apaszynska/bimanual-so101-position-cup-for-coffee-3-no-outlier.cifar10-outlier
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)… See the full description on the dataset page: https://huggingface.co/datasets/renumics/cifar10-outlier.cifar100-outlier
Dataset Card for "cifar100-outlier"
📚 This dataset is an enriched version of the CIFAR-100 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 Space running Spotlight with this dataset here: https://huggingface.co/spaces/renumics/cifar100-outlier.
Or you can explorer it… See the full description on the dataset page: https://huggingface.co/datasets/renumics/cifar100-outlier.beans-outlier
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: https://huggingface.co/spaces/renumics/beans-outlier
Or you can… See the full description on the dataset page: https://huggingface.co/datasets/renumics/beans-outlier.04_08_full_concat_dedup_dup_resolved_outliermnist-outlier
Dataset Card for "mnist-outlier"
📚 This dataset is an enriched version of the MNIST 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 Space running Spotlight with this dataset here: https://huggingface.co/spaces/renumics/mnist-outlier.
Or you can explorer it locally:… See the full description on the dataset page: https://huggingface.co/datasets/renumics/mnist-outlier.removed_outliers_datanbest-tat-hallu-phkubernetes-reformatted-remove-outlierslocation_with_extra_feature_outlier_12k_to_trainlocation_with_extra_feature_outlierhallu-tat-ec-promptssaomoc_remote_new_std_dedup_outlier_mixed_land_type_24_6location_extra_features_outlier_2tr7cleaned-news-summ-no-outlierschat-nbest-train-swbd-phds_full_no_outliers_engineered2025_std_res_outlierlocation_with_extra_feature_outlier_800k_to_predsaomoc_remote_new_std_dedup_outliersaomoc_remote_new_std_dedup_outlier_mixed_land_type20news-outlier-demotho_cu_12_17_outlier24_06_tho_cu_pred_dedup_outlier_flaggedoutliers_v1
Dataset Card for "outliers_v1"
More Information needed
12_jun_hn_outlieraug_20_hn_1m3_outlier_output