datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
pairwise-poisson-algebras
Pairwise Poisson Algebras: Neural Networks vs Physics
Dataset Description
This dataset contains the first systematic computation of pairwise Poisson bracket Lie algebras for both neural network training dynamics and physical N-body systems. SGD with momentum is a Hamiltonian system; the pairwise interactions between weight layers generate a Lie algebra — and we discover that neural networks produce richer algebraic structures than any physical system.
Neural… See the full description on the dataset page: https://huggingface.co/datasets/bshepp/pairwise-poisson-algebras.piper_isaacsim_top_wrist_D1_100ep_paired_poissonThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "isaac_piper",
"total_episodes": 100,
"total_frames": 24744,
"total_tasks": 2,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:100"
},
"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/shenj/piper_isaacsim_top_wrist_D1_100ep_paired_poisson.piper_isaacsim_top_wrist_D1_50ep_paired_poisson_red_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "isaac_piper",
"total_episodes": 50,
"total_frames": 12324,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:50"
},
"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/shenj/piper_isaacsim_top_wrist_D1_50ep_paired_poisson_red_v1.piper_isaacsim_top_wrist_D1_50ep_paired_poisson_green_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "isaac_piper",
"total_episodes": 50,
"total_frames": 12420,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:50"
},
"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/shenj/piper_isaacsim_top_wrist_D1_50ep_paired_poisson_green_v1.africa-cote-d-ivoire-productions-importations-et-exportations-de-poisson-et-de-8dcb485c
Productions Importations Et Exportations De Poisson Et De | Africa (Cote d'Ivoire DataFair)
1,080 rows - 1 Africa country/area - 1999-2014 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1,080 rows from Cote d'Ivoire DataFair, covering Productions Importations Et Exportations De Poisson Et De. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-productions-importations-et-exportations-de-poisson-et-de-8dcb485c.