license:mit size_categories:n<1K format:csv modality:tabular library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# ProductionOptimization

tags: efficiency, cost, yield

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'ProductionOptimization' dataset is designed to assist Machine Learning practitioners in improving production processes by identifying key factors that influence efficiency, cost, and yield. The dataset includes a variety of metrics from production lines and aims to help predict the most effective changes for optimizing production outcomes.

**CSV Content Preview:**

```csv
timestamp,equipment_id,operating_parameter,labor_hours,energy_consumption,product_quality,efficiency,cost,yield,labels
2023-01-01 08:00:00,001,Temperature,4.5,1500,98,85,5000,92,Optimize_Efficiency
2023-01-01 08:00:00,002,Speed,3.8,1400,95,82,5200,90,Optimize_Cost
2023-01-01 08:00:00,003,Pressure,4.2,1550,99,88,4900,94,Optimize_Yield
2023-01-01 08:00:00,004,Cooling,5.0,1600,96,80,5100,91,Optimize_Efficiency
2023-01-01 08:00:00,005,Speed,4.1,1450,97,83,5300,93,Optimize_Cost
```

Each row in the CSV file represents a unique measurement instance, with columns capturing various factors relevant to production efficiency, such as equipment ID, operating parameters, and key performance indicators (efficiency, cost, yield). The 'labels' column provides suggestions for optimization based on the contextual analysis of the data.

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'production':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=production&dataset=ProductionOptimization&tags=efficiency,+cost,+yield
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
