{"library":"deepecho","type":"library","category":null,"description":"DeepEcho is a Python library within the SDV ecosystem for generating sequential synthetic data from real-world datasets using Generative Adversarial Networks (GANs). It's designed for data that has a temporal or sequential component, such as time series or event logs. Currently at version 0.8.1, the library maintains an active development pace with frequent updates and bug fixes, often aligning with the broader SDV ecosystem's release cycle.","language":"python","status":"active","version":"0.8.1","tags":["synthetic data","GAN","sequential data","time series","privacy","machine learning","sdv"],"last_verified":"Tue May 26","install":[{"cmd":"pip install deepecho","imports":["from deepecho.models import DeepEcho"]}],"homepage":"https://deepecho.dev","github":"https://github.com/sdv-dev/Deepecho","docs":null,"changelog":null,"pypi":"https://pypi.org/project/deepecho/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":90,"avg_install_s":86.1,"avg_import_s":null,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/deepecho/compatibility"}}