datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
SiN-photonic-waveguide-loss-efficiency
💎 SiN Photonic Waveguide Loss & Efficiency Dataset
🔬 90,000 synthetic rows of silicon nitride (Si₃N₄) waveguide parameters linking geometry, fabrication, and operating conditions to loss and efficiency metrics, for regression modeling, simulation, and fine-tuning.
⚠️ Disclaimer: All rows are synthetically generated. Parameter ranges are informed by published SiN platform values, but no row is a foundry measurement. The data_source column is a schema field; every row in this… See the full description on the dataset page: https://huggingface.co/datasets/Taylor658/SiN-photonic-waveguide-loss-efficiency.quant_eval_efficiency_and_footprint
quant_eval — Efficiency and footprint
One row per published run: stored weight artifact bytes before and after quantization, compression ratio, observed evaluation wall-time ratio with an explicit direction label, the accelerator used on each lane, and token throughput.
Part of the quant_eval public corpus: a per-case behavioral evaluation of full-weight and quantized large language models across eight agent-relevant task families, with paired statistical testing.
Cite this… See the full description on the dataset page: https://huggingface.co/datasets/pbhappliedsystems/quant_eval_efficiency_and_footprint.africa-synth-energy-efficiency-appliances-africa-niger
Africa Synth Energy Efficiency Appliances Africa Niger | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-energy-efficiency-appliances-africa-niger.rtx-5080-llm-power-efficiency
RTX 5080 LLM Power Efficiency: Watts and Joules per Token
Measured board power, tokens per joule, and electricity cost per million tokens for local LLM inference on a retail RTX 5080, with 1Hz telemetry.
What this measures
Board power logged with nvidia-smi at 1Hz while driving fixed-length generations on a retail RTX 5080, converted to tokens per joule and dollars per million tokens.
Efficiency
Model
tokens/joule
median board W
Llama 3.2… See the full description on the dataset page: https://huggingface.co/datasets/iBlessi/rtx-5080-llm-power-efficiency.goal-contribution-efficiency-top-5-leagues
⚽ Football Player Performance Analysis (2019-2020)
📋 Project Overview
This project explores player performance data across the Top 5 European Leagues (England, France, Germany, Italy, and Spain) during the 2019-2020 season. Using a dataset of 2,661 players and 22 columns, we analyze the relationship between actual scoring output and expected metrics.
❓ Research Question
"Do top-tier goal contributors consistently exceed their expected metrics (xG and xA), or… See the full description on the dataset page: https://huggingface.co/datasets/rotemknat/goal-contribution-efficiency-top-5-leagues.africa-synth-agriculture-irrigation-access-efficiency-africa-all
Africa Synth Agriculture Irrigation Access Efficiency Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: agriculture_food - 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-agriculture-irrigation-access-efficiency-africa-all.PSL498_pegRNA_efficiencyF1-driver-car-harmonic-efficiency-and-energy-waste-mapping-v0.1What this dataset tests
Whether a system can detectharmonic inefficiency in driver-car coupling.
Focus
Overcorrection loopsoscillation signaturesenergy leaksegment efficiency rank
Required outputs
harmonic waste index
correction loop density
oscillation signature type
energy leak score
efficiency rank by segment
All scores0 to 1
Highermeans more waste.
AI_FINDER_API_Efficiency
AI_FINDER_API_Efficiency
tags: algorithm efficiency, machine learning, API optimization
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'AI_FINDER_API_Efficiency' dataset comprises a curated collection of articles, case studies, and technical papers that focus on the performance of AI-powered search and data retrieval systems. It evaluates the efficiency of various algorithms and machine learning models that are employed to… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/AI_FINDER_API_Efficiency.Token-Efficiency
token_efficiency_corpus
A 2.5 GB CSV corpus teaching LLMs to minimize token usage in their outputs.
Progresses from basic filler removal to expert-level nested reasoning compression.
Contents
verbose_output - The padded, wasteful version of the text
efficient_output - The compressed, token-efficient equivalent
technique - Compression strategy used
subcategory - Specific variant of the technique
difficulty - Tier 1 (easiest)… See the full description on the dataset page: https://huggingface.co/datasets/Gugu8/Token-Efficiency.agrivoltaic_system_efficiency_metricsfuel_efficiency_dataset