datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
predictive-stock-datasetpredictive-maintenance-remaining-useful-life
Machine Degradation with Exact Remaining Useful Life
A synthetic run-to-failure dataset: 100 machines, each followed from install to
failure, 23,118 hourly readings in total. Every row carries the true remaining
useful life, because the failure time was declared before the data was generated
rather than annotated afterwards.
That last sentence is the whole point, so it is worth being precise about what
it buys you and what it does not.
Why this exists
AI4I 2020… See the full description on the dataset page: https://huggingface.co/datasets/rasinmuhammed/predictive-maintenance-remaining-useful-life.predictive-maintenance-datasetlogistics_shipment_delay_predictive_analysisauto_predictive_maintenance_dataAI4I-2020-Predictive-Maintenancepredictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/mukherjee78/predictive-maintenance-engine-data.engine-predictive-maintenance-datadata-mlops-infra-predictive-optimization-finalpredictive_maintenance-dataset
Predictive Maintenance Dataset
Description
This dataset contains engine sensor readings used to predict engine health.
Features
Engine RPM
Lub Oil Pressure
Fuel Pressure
Coolant Pressure
Lub Oil Temperature
Coolant Temperature
Target
Engine Condition
0 = Healthy
1 = Maintenance Required
Number of Records
19535
Machine Learning Task
Binary Classification
Source
PGP Capstone Project… See the full description on the dataset page: https://huggingface.co/datasets/hiteshsharma/predictive_maintenance-dataset.maintenance-predictive-mlops-dataPredictive_Maintenance_DataPredictive_Maintenance_Datasetengine-predictive-maintenance-data
Engine Predictive Maintenance Dataset
This dataset contains engine sensor readings used for predictive maintenance classification.
Objective
Predict whether an engine is operating normally or requires maintenance using sensor parameters.
Columns
Engine rpm
Lub oil pressure
Fuel pressure
Coolant pressure
lub oil temp
Coolant temp
Engine Condition
Label Assumption
Engine Condition = 1 is treated as the maintenance/faulty class and Engine Condition =… See the full description on the dataset page: https://huggingface.co/datasets/premswan/engine-predictive-maintenance-data.predictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/SSS18/predictive-maintenance-engine-data.predictive_fragility_ledger_v01
Predictive Fragility Ledger (v0.1)
A benchmark for forecast discipline.
PFL evaluates model behavior on prompts that make confident statements about the future.It measures whether a system can avoid:
ungrounded certainty
causation jumps
implicit timelines
collapsing uncertainty into prediction
This dataset prioritizes boundary-aware forecasting:
qualify uncertainty
trace evidence when possible
state scope limits
avoid fabrication
Competence = clarity, not prophecy.
PredictiveMaintenance
PredictiveMaintenance
tags: predictive analytics, industrial equipment, failure prediction
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'PredictiveMaintenance' dataset is a curated collection of textual descriptions from various industrial equipment sources. Each entry provides a narrative or report of the equipment's operational status, potential warning signs of failure, and maintenance actions taken. The dataset is… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/PredictiveMaintenance.engine-predictive-maintenancedata-mlops-infra-predictive-optimization-finalengine-predictive-maintenanceindustrial_iot_predictive_maintenance_telemetryPredictive-Maintenance-Predictionpredictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/Rynaxzion/predictive-maintenance-engine-data.engine-predictive-maintenanceac-motor-predictive-maintenance-datasetbhasha-sangrahPredictive-Maintenancedata-maintenance-predictive-mlopspredictive-maintenance-engineengine-predictive-maintenance-dataset
Engine Predictive Maintenance Dataset
Description
This dataset contains engine sensor readings used for predictive maintenance.
Files
data/engine_data.csv
Features
Engine rpm
Lub oil pressure
Fuel pressure
Coolant pressure
lub oil temp
Coolant temp
Target Variable
Engine Condition
0 = Normal
1 = Faulty
Dataset Shape
Rows: 19535
Columns: 7
Use Case
Binary classification for predicting whether an engine is in… See the full description on the dataset page: https://huggingface.co/datasets/AshishTatapuzha/engine-predictive-maintenance-dataset.