datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
snakeaid-yolov12-5000-bbox
SnakeAid YOLOv12 5000 BBox
Dataset Summary
This repository contains a YOLO-format SnakeAid object-detection dataset for snake detection experiments. It is organized as image/label pairs across train, valid, test splits and is intended for training or evaluating YOLO-family detectors, including the related SnakeAid Detect YOLOv12 checkpoints linked below.
Safety note: snake detection can be safety-critical in real-world use. Treat model outputs trained on this data as… See the full description on the dataset page: https://huggingface.co/datasets/the-khiem7/snakeaid-yolov12-5000-bbox.snakeaid-yolov12-300-masking
SnakeAid YOLOv12 300 Masking
Dataset Summary
This repository contains a YOLO-format SnakeAid object-detection dataset for snake detection experiments. It is organized as image/label pairs across train, valid, test splits and is intended for training or evaluating YOLO-family detectors, including the related SnakeAid Detect YOLOv12 checkpoints linked below.
Safety note: snake detection can be safety-critical in real-world use. Treat model outputs trained on this data as… See the full description on the dataset page: https://huggingface.co/datasets/the-khiem7/snakeaid-yolov12-300-masking.SnakeAI_TF_PPO_V0Action mask has been implemented, the model has been updated to support 'Training Resumption' after system disruption. Utilizing the same training parameters as the "Full Reinforcement learning Agent", this agent prioritizes survival over rewards. It's playtime for 100 games is 6hrs, compared to 2hrs for the FRLA.
This demonstrates the agent is adapting for survival, but not to the desired goal of higher scores/reward. #10000000 training timesteps.
Training Hyperparameters is the same as the… See the full description on the dataset page: https://huggingface.co/datasets/privateboss/SnakeAI_TF_PPO_V0.123SnakeAI_TF_PPO_V1The Hebrew word נָחָשׁ (Nāḥāš) is used in the Hebrew Bible to identify the serpent that appears in Genesis 3:1, in the Garden of Eden.
This contains #7000000 training parameters/timestep for Snake_AI game using TensorFlow 2.XX.
Best score and performance comes from data #4800000 dataset for ActorCritic, with an average score of 72 with no action mask/upfront rules. Full reinforcement learning with score/reward as a priority
Agent score can be improved with the combination of more training and… See the full description on the dataset page: https://huggingface.co/datasets/privateboss/SnakeAI_TF_PPO_V1.Coral_snake_mimicry_FUNED_photos
Dataset Card for Coral Snake Mimicry specimens from FUNED
This dataset comprises images of snake specimens belonging to species within the coral snake mimicry complex from the Fundacao Ezequiel Dias (FUNED) in Belo Horizonte, MG, Brasil. Images of museum specimens were taken with a Nikon camera and a standardized color palette, but white balance has not been corrected on these images. This dataset is a small representation of a larger dataset collected by Andressa Viol for her PhD… See the full description on the dataset page: https://huggingface.co/datasets/philodryas/Coral_snake_mimicry_FUNED_photos.snakeaid-yolov12-5291-bbox
SnakeAid YOLOv12 5291 BBox
Dataset Summary
This repository contains a YOLO-format SnakeAid object-detection dataset for snake detection experiments. It is organized as image/label pairs across train, valid, test splits and is intended for training or evaluating YOLO-family detectors, including the related SnakeAid Detect YOLOv12 checkpoints linked below.
Safety note: snake detection can be safety-critical in real-world use. Treat model outputs trained on this data as… See the full description on the dataset page: https://huggingface.co/datasets/the-khiem7/snakeaid-yolov12-5291-bbox.africa-synth-snakebite-envenomation-all
Snakebite Envenomation Dataset (Species, Syndrome, Antivenom, Complications) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-snakebite-envenomation-all.imnet1k_dragonfly_darning_needle_devil_s_darning_needle_sewing_needle_snake_feeder_snake_doctorcarlaSegUnshuffledsnakeaid-yolov12-5000-masking
SnakeAid YOLOv12 5000 Masking
Dataset Summary
This repository contains a YOLO-format SnakeAid object-detection dataset for snake detection experiments. It is organized as image/label pairs across train, valid, test splits and is intended for training or evaluating YOLO-family detectors, including the related SnakeAid Detect YOLOv12 checkpoints linked below.
Safety note: snake detection can be safety-critical in real-world use. Treat model outputs trained on this data as… See the full description on the dataset page: https://huggingface.co/datasets/the-khiem7/snakeaid-yolov12-5000-masking.snake-imageSHSP_Snake_TB_Women_NepQA
Nepali ShareGPT Health & Social Statistics Dataset
A Nepali-language, ShareGPT-formatted, single-turn instruction-following dataset of 453 question–answer pairs derived from official Nepali government health and demographic statistical publications. Every question is a fact-based question in Nepali (Devanagari script), and every answer is a short, fact-grounded response extracted directly from the source statistical tables — no hallucinated or generated numbers.
This README… See the full description on the dataset page: https://huggingface.co/datasets/sabin1234/SHSP_Snake_TB_Women_NepQA.imnet1k_king_snake_kingsnakeeval_snake_pi0This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "snake_follower",
"total_episodes": 1,
"total_frames": 1,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:1"
},
"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/yucy207/eval_snake_pi0.eval_snake_pickplace_11_28This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "snake_follower",
"total_episodes": 1,
"total_frames": 593,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:1"
},
"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/yucy207/eval_snake_pickplace_11_28.imnet1k_night_snake_Hypsiglena_torquataothello-snake-qwen25-multi-format
Othello-Snake (Qwen2.5 multi-format, input_output)
Continued-pre-training version of cfierro/snake-othello, formatted for Axolotl's template-free input_output loss masking with Qwen2.5 EOS (no BOS). Each game is written in one of several randomly-chosen move-sequence formats so the model is robust to how games are notated.
Formats
Every row shares the same masked prefix Game of bjk\n\n; only the formatting of the move sequence (the trained body) changes. The… See the full description on the dataset page: https://huggingface.co/datasets/cfierro/othello-snake-qwen25-multi-format.imnet1k_thunder_snake_worm_snake_Carphophis_amoenusothello-snake-qwen3-multi-format
Othello-Snake (Qwen3 multi-format, input_output)
Continued-pre-training version of cfierro/snake-othello, formatted for Axolotl's template-free input_output loss masking with Qwen3 EOS (no BOS). Each game is written in one of several randomly-chosen move-sequence formats so the model is robust to how games are notated.
Formats
Every row shares the same masked prefix Game of bjk\n\n; only the formatting of the move sequence (the trained body) changes. The default… See the full description on the dataset page: https://huggingface.co/datasets/cfierro/othello-snake-qwen3-multi-format.snake-testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": null,
"total_episodes": 56,
"total_frames": 1904,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:56"
},
"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/F-Fer/snake-test.imnet1k_ringneck_snake_ring-necked_snake_ring_snaketrainimnet1k_worm_fence_snake_fence_snake-rail_fence_Virginia_fenceimnet1k_garter_snake_grass_snakesnakeaid-yolov12-5291-bbox-complete
SnakeAid YOLOv12 5291 BBox Complete
Dataset Summary
This repository contains a YOLO-format SnakeAid object-detection dataset for snake detection experiments. It is organized as image/label pairs across train, valid, test splits and is intended for training or evaluating YOLO-family detectors, including the related SnakeAid Detect YOLOv12 checkpoints linked below.
Safety note: snake detection can be safety-critical in real-world use. Treat model outputs trained on this… See the full description on the dataset page: https://huggingface.co/datasets/the-khiem7/snakeaid-yolov12-5291-bbox-complete.imnet1k_sea_snakeimnet1k_hognose_snake_puff_adder_sand_viperimnet1k_green_snake_grass_snakeimnet1k_water_snake