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Glossary of Artificial Intelligence (AI), Machine Learning (ML), and Big Data Terms

Synthetic Data

Training data that is artificially generated in place of real world data that mimics the real-world. Synthetic data is used to train machine learning models when real-world data is difficult or expensive to get, or if there needs to be caution in using real world data that contains private or personally identifiable data. Synthetic Data Types and Capabilities include synthetic numeric or structured data, Synthetic Image Data – 2D or 3D Generated images, Synthetic Video Data – 2D or 3D generated videos, Synthetic Text Data, Synthetic Audio Data,  Synthetic Sensor Fusion / Point Cloud Data.

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