Synthetic data – data balancing and data augmentation
Synthetic Data allows for intelligent data balancing in datasets. For example, this allows you to balance back certain groups of people that are underrepresented or overrepresented.
BALANCE YOUR DATA WITH SYNTHETIC DATA
The Syntho artificial intelligence (AI) software (i.e. Syntho Engine) will be used to reduce ‘algorithmic biases’ and discrimination, by supplementing shortages of training data (whereby certain groups of people are underrepresented), and by correcting colored data from the past (whereby certain groups of people are negatively under- or overexposed) through the generation of ‘fair’ synthetic data. In the figure above, we see an example of an input dataset with an improper balance between genders (left). After training the Syntho Engine on this data and correcting for imbalances, a new synthetic dataset is generated that balances males and females (right).
Why our customers use synthetic data
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