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What is Sogeti Artificial Data Amplifier (ADA)?
In today's business landscape, data is a vital resource that organizations rely on heavily. By utilizing advanced AI models, companies can create and analyze detailed customer profiles, spot new trends, and explore additional growth opportunities. Nevertheless, the creation of accurate and dependable AI models requires extensive datasets, which brings forth challenges concerning both the quality and the volume of the information gathered. Additionally, stringent regulations like GDPR restrict the handling of certain sensitive data, including that which pertains to customers. This situation necessitates a novel approach, especially in software testing scenarios where acquiring high-quality test data is often challenging. Frequently, businesses turn to actual customer data, which can lead to potential breaches of GDPR and the accompanying threat of hefty penalties. Although experts predict that AI could boost productivity by at least 40%, many companies struggle to implement or fully leverage AI technologies due to these data-related challenges. To overcome these hurdles, ADA harnesses state-of-the-art deep learning methods to create synthetic data, offering a practical alternative for businesses looking to manage the intricacies of data use effectively. This forward-thinking strategy not only reduces compliance risks but also facilitates a smoother and more efficient integration of AI solutions into business operations, ultimately helping companies to thrive in a competitive environment.
What is DataCebo Synthetic Data Vault (SDV)?
The Synthetic Data Vault (SDV) is a robust Python library designed to facilitate the seamless generation of synthetic tabular data. By leveraging a variety of machine learning techniques, it successfully captures and recreates the inherent patterns found in real datasets, producing synthetic data that closely resembles actual scenarios. The SDV encompasses a diverse set of models, ranging from traditional statistical methods like GaussianCopula to cutting-edge deep learning approaches such as CTGAN. Users have the capability to generate data for standalone tables, relational tables, or even sequential data structures. In addition, the library enables users to evaluate the synthetic data against real data through different metrics, promoting comprehensive comparison. It also features diagnostic tools that produce quality reports to improve insights and uncover potential challenges. Furthermore, users can customize the data processing for enhanced synthetic data quality, choose from various anonymization strategies, and implement business rules through logical constraints. This synthetic data can not only act as a safer alternative to real data but can also serve as a valuable addition to existing datasets. Overall, the SDV represents a complete ecosystem for synthetic data modeling, evaluation, and metric analysis, positioning it as an essential tool for data-centric initiatives. Its adaptability guarantees that it addresses a broad spectrum of user requirements in both data generation and analysis. In summary, the SDV not only simplifies the process of synthetic data creation but also empowers users to maintain data integrity and security while still harnessing the power of data for insightful analytics.
Integrations Supported
Python
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Pricing Information
Free
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Sogeti
Company Location
France
Company Website
www.sogeti.com/services/artificial-intelligence/artificial-data-amplifier/
Company Facts
Organization Name
DataCebo
Company Website
sdv.dev/