What are the disadvantages of using synthetic data?
An example of an AI chatbot conversation about the disadvantages of synthetic data.
What are the disadvantages of using synthetic data?
Synthetic data can lack realism, leading to poor model performance in real-world scenarios.
Can it introduce biases?
Yes, if the synthetic data is generated from biased models, it can perpetuate those biases.
How does it affect data privacy?
Synthetic data can enhance privacy, but if not generated properly, it might still reveal sensitive information.
Are there any legal concerns?
Yes, there can be legal issues regarding the use of synthetic data, especially if it resembles real data too closely.
What are some alternatives to synthetic data?
Alternatives include using real data with privacy measures, data augmentation, or collecting more diverse datasets.
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