PinnedAlexander WatsoninTowards Data ScienceAddressing Concerns of Model Collapse from Synthetic Data in AIThe AI landscape is rapidly evolving, with synthetic data emerging as a powerful tool for model development. While it offers immense…Aug 51Aug 51
PinnedAlexander WatsoninTowards Data ScienceReducing AI bias with Synthetic dataGenerate artificial records to balance biased datasets and improve overall model accuracyMay 18, 20203May 18, 20203
Alexander WatsoninTowards Data ScienceCreate a Location Generator GANTrain a FastCUT GAN on public location data from a few cities to predict realistic e-bike locations across the worldJan 19, 2022Jan 19, 2022
Alexander WatsoninTowards Data SciencePractical PrivacyImplementing a “Secret-Sharer” like attack on your synthetic data modelsApr 26, 2021Apr 26, 2021
Alexander WatsoninTowards Data ScienceCreating synthetic time series dataA step-by-step guide to creating high quality synthetic time-series datasets with PythonFeb 22, 20212Feb 22, 20212
Alexander WatsoninTowards Data ScienceInstall TensorFlow with CUDA, cuDNN, and GPU support in 4 Easy StepsSet up a cutting edge environment for Deep Learning with TensorFlow 2.4 and GPU support.Jan 18, 20213Jan 18, 20213
Alexander WatsoninTowards Data ScienceHow To Create Differentially Private Synthetic DataA practical guide to creating differentially private, synthetic data with Python and TensorFlowNov 23, 2020Nov 23, 2020
Alexander WatsoninGretel.ai Engineering and Data ScienceGretel’s Synthetic Data Performance ReportGretel’s Premium SDK now includes detailed reporting that shows you how accurate your synthetic data’s statistical distributions and…Oct 29, 2020Oct 29, 2020
Alexander WatsoninGretel.ai Engineering and Data ScienceIntroducing Gretel BlueprintsWe are launching Gretel Blueprints, making it easy to anonymize and balance datasets with just a few clicks.Oct 29, 2020Oct 29, 2020
Alexander WatsoninTowards Data ScienceCreate high quality synthetic data in your cloud with Gretel.ai and PythonCreate differentially private, synthetic versions of datasets; while meeting compliance requirements to keep sensitive data within your…Sep 15, 20201Sep 15, 20201