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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.
What is AI Verse?
In challenging circumstances where data collection in real-world scenarios proves to be a complex task, we develop a wide range of comprehensive, fully-annotated image datasets. Our advanced procedural technology ensures the generation of top-tier, impartial, and accurately labeled synthetic datasets, which significantly enhance the performance of your computer vision models. With AI Verse, users gain complete authority over scene parameters, enabling precise adjustments to environments for boundless image generation opportunities, ultimately providing a significant advantage in the advancement of computer vision projects. Furthermore, this flexibility not only fosters creativity but also accelerates the development process, allowing teams to experiment with various scenarios to achieve optimal results.
Integrations Supported
Python
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
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
DataCebo
Company Website
sdv.dev/
Company Facts
Organization Name
AI Verse
Date Founded
2019
Company Location
France
Company Website
www.ai-verse.com
Categories and Features
Categories and Features
Computer Vision
Blob Detection & Analysis
Building Tools
Image Processing
Multiple Image Type Support
Reporting / Analytics Integration
Smart Camera Integration
Machine Learning
Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization