Exploring Tools for Creating Synthetic Data with AI

Anyone tried those open-source synthetic data generators? Wondering if they hold up against the commercial ones.

I recommend trying out a few different tools before committing to one. Each has its quirks.

I’m curious, what are the key features to look for when picking a synthetic data generator?

I've heard about some AI tools that can automatically generate synthetic data tailored to very specific scenarios. Has anyone tested those? Curious how well they perform compared to manual methods.

I tried a few tools and got inconsistent results. Maybe the key is tuning parameters properly?

I wish there was more transparency about how these tools handle data privacy. Some claim anonymity but it's hard to verify.

Been experimenting with synthetic data to augment my datasets. It’s pretty neat but sometimes models trained on it don’t generalize well to real data.

Does anyone know if synthetic data works well for time series analysis? I’m trying to simulate sensor data but not sure which tool fits best.

Just started using synthetic data for training and it’s really speeding up my projects!

For image data, GAN-based generators have been a lifesaver. The quality is impressive and saves so much time.

How about the cost? Some of these AI synthetic data tools are pretty pricey, especially for startups.

Does anyone know how well synthetic data works for anomaly detection?

I've been using a couple of platforms for synthetic data and honestly, the results vary a lot depending on your use case. Some work better for images, others for tabular data.

Sometimes synthetic data can help with fairness by balancing classes that are underrepresented in real datasets.

Are there tools that let you customize synthetic data generation rules? Like controlling distributions and correlations?

Does anyone use synthetic data generators for NLP tasks? Curious to hear about options there.

One thing to watch out for is the quality of the synthetic data. Some tools generate stuff that looks good on surface but doesn't really capture underlying patterns.