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license: apache-2.0

task_categories: - tabular-classification language: - en pretty_name: Predictive Maintenance Engine Dataset

Predictive Maintenance Engine Dataset

Overview

This dataset contains engine sensor readings collected for the purpose of predicting the operational condition of an engine. It is used as part of the Great Learning AIML Capstone Project.

The objective is to develop a machine learning model that predicts the engine condition using sensor readings.

Dataset Information

  • Number of Records: 19,535
  • Number of Features: 6
  • Target Variable: Engine Condition

Features

Feature Description
Engine rpm Engine speed (RPM)
Lub oil pressure Lubricating oil pressure
Fuel pressure Fuel pressure
Coolant pressure Coolant pressure
Lub oil temp Lubricating oil temperature
Coolant temp Coolant temperature
Engine Condition Target variable representing engine health

Intended Use

This dataset is intended for:

  • Predictive Maintenance
  • Binary Classification
  • Machine Learning Model Development
  • Educational and Research Purposes

Source

This dataset is provided as part of the Great Learning AIML Capstone Project and is used for educational purposes.

Project Scope

This dataset will be used for:

  • Data Registration
  • Exploratory Data Analysis
  • Data Preparation
  • Model Building
  • Hyperparameter Tuning
  • Experiment Tracking (MLflow)
  • Model Registration on Hugging Face

License

Apache-2.0