Synthetic Time-Series Data: A GAN approach

Synthetic Time-Series Data: A GAN approach

by | Apr 25, 2022 | Uncategorized

Generate synthetic sequential data with TimeGAN Time-series or sequential data can be defined as any data that has time dependency. Cool, huh, but where can I find sequential data? Well, a bit everywhere, from credit card transactions, my everyday...
Synthetic Data with Gumbel-Softmax Activations

Synthetic Data with Gumbel-Softmax Activations

by | Apr 13, 2022 | Uncategorized

Photo by v2osk on Unsplash     In classification a central problem is how to effectively learn from discrete data formats (categorical or ordinal features). Most datasets present us with this problem so I guess it is fair to say that almost all data scientists have...
How to Validate the Quality of Your Synthetic Data

How to Validate the Quality of Your Synthetic Data

by | Mar 23, 2022 | Uncategorized

Photo by Pietro Jeng on Unsplash A tutorial on how you can combine ydata-synthetic with great expectations With the rapid evolution of machine learning algorithms and coding frameworks, the lack of high-quality data is the real bottleneck in the AI industry. Transform...