Developing datasets for testing, training, and production.
| V | Meaning | Description | |---|---|---| | | Scale | Terabytes to Petabytes of data. | | Velocity | Speed | Real-time or near-real-time data generation (e.g., stock feeds, IoT). | | Variety | Types | Structured (SQL), Semi-structured (JSON, XML), Unstructured (text, images, video). | | Veracity | Quality | Uncertainty due to inconsistency, noise, and bias. | | Value | Usefulness | The ultimate benefit—insights that lead to ROI. |
Developing datasets for testing, training, and production.
| V | Meaning | Description | |---|---|---| | | Scale | Terabytes to Petabytes of data. | | Velocity | Speed | Real-time or near-real-time data generation (e.g., stock feeds, IoT). | | Variety | Types | Structured (SQL), Semi-structured (JSON, XML), Unstructured (text, images, video). | | Veracity | Quality | Uncertainty due to inconsistency, noise, and bias. | | Value | Usefulness | The ultimate benefit—insights that lead to ROI. |