Search Results for "sdv"

The Synthetic Data Vault (SDV) is a Synthetic Data Generation ecosystem of libraries that allows users to easily learn single-table, multi-table and timeseries datasets to later on generate new Synthetic Data that has the same format and statistical properties as the original dataset. Synthetic data can then be used to supplement, augment and in some cases replace real data when training Machine Learning models.

CTGAN is a collection of Deep Learning based synthetic data generators for single table data, which are able to learn from real data and generate synthetic data with high fidelity. If you're just getting started with synthetic data, we recommend installing the SDV library which provides user-friendly APIs for accessing CTGAN. The SDV library provides wrappers for preprocessing your data as well as additional usability features like constraints. When using the CTGAN library directly, you may need to manually preprocess your data into the correct format, for example, continuous data must be represented as floats. ...

...You can use any of its synthesizers, datasets or metrics for benchmarking. You also customize the process to include your own work. Select any of the publicly available datasets from the SDV project, or input your own data. Choose from any of the SDV synthesizers and baselines. Or write your own custom machine learning model. In addition to performance and memory usage, you can also measure synthetic data quality and privacy through a variety of metrics. Install SDGym using pip or conda. We recommend using a virtual environment to avoid conflicts with other software on your device.

Provide and share included code with the community, for Edge Resource Manager - Edge Device Management for SDV/VOD products

The central reporting and management console for Switched Digital Video (SDV) / Video on Demand (VOD) products.

This SDV mod gives you a much-needed weapon (esp. if you're playing with the monster-filled Wilderness Farm) on the 2nd day of spring. Inspired by "Grandfather's Gift" but written from scratch.

Source Code content for Open Source packages used by the APEX1500, which is an edge QAM digital headend device optimized for narrow cast applications such as VOD and SDV.