Announcing Synthesized SDK in Google Colab

synthesized.io
2 min readJul 16, 2021

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We are pleased to announce that the Synthesized SDK is now generally available to the broader data science community in Google Colab.

This release is a major step forward in our effort to help organizations quickly demonstrate how it’s possible to derive critical insights from sensitive data trapped in siloed production environments.

It separates the developer version from the Synthesized DataOps Platform (enterprise version) and enables any team or individual contributor to access the SDK effortlessly. With the Synthesized SDK available on Colab, we aim to make it easier for enterprise customers and tech teams to familiarize themselves with all of the capabilities that enable the creation of high-quality, yet privacy preserving, data products.

The release comes with full documentation and the SDK can be accessed immediately in Colab.

From its inception, Synthesized has worked to empower data scientists and data engineers around the world to create high-quality and compliant data products for virtually all machine learning models. The SDK automatically creates powerful generative models, based on any structured dataset, for data bootstrapping, reshaping and anonymisation.

Trusted by global banks, insurance companies and public bodies, the Synthesized SDK delivers performance-optimized data products, at any volume, suitable for the most demanding machine learning and testing tasks.

More Speed, More Performance, More Privacy.

  • Data rebalancing capabilities allow data products to be easily optimized for performance for ANY machine learning model.
  • Data imputation capabilities correct missing data and outliers delivering finely tuned, better performing machine learning models.
  • We also dropped differential privacy into the Synthesized SDK along with our complete framework for assessing both utility and privacy of new data products. Even more advanced capabilities to prevent all linkage attacks exist in the enterprise version.

The Colab release of the Synthesized SDK includes full documentation and various guidelines to enable your teams to get started fast. It only takes minutes to create a general-purpose generative model for any dataset, but there’s a lot more under the hood:

Launch the SDK in Minutes.

With the Synthesized SDK, data products are instantly available and are suited to enterprise grade privacy requirements with minimal performance loss compared to other techniques in the market today.

One last note for our enterprise customers: these new capabilities are all self-service in Google Colab and in minutes you can demonstrate the performance of the Synthesized SDK to your organisation in minutes.

What’s Next.

We aim to expand access to developer versions of our products to more developer communities and data practitioners. We are excited for users to try this release and further expand their DataOps toolbox.

As more of our developer community makes use of the Synthesized SDK, we’re excited to continue learning from you and accelerating the development of new SDK capabilities.

Originally published at https://www.synthesized.io.

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synthesized.io
synthesized.io

Written by synthesized.io

Synthesized delivers the fastest way to create and share trusted data.

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