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Machine learning data catalogs enable organizations to organize, access, interpret, and collaborate around data from multiple sources while ensuring robust governance and access control. Artificial intelligence plays a central role in many features of these catalogs, supporting capabilities like machine learning-based recommendations, natural language queries, and dynamic data masking for improved security. These catalogs allow businesses to consolidate datasets in a single location, making it easier for both analysts and everyday users to search for and discover data. Users can comment on, share, and recommend datasets, providing immediate context for colleagues who are querying the data. IT administrators can implement user provisioning to prevent unauthorized access to sensitive information. Machine learning data catalogs are particularly beneficial for companies with diverse data sources, seeking a unified source of truth, and aiming to scale data usage across the organization. While IT departments typically manage these platforms to maintain organization and security, the catalogs are designed to be accessible to data scientists, analysts, and even non-technical business users. Data can be transformed, modeled, and visualized either within the catalog itself or through integration with business intelligence tools. It’s important to note that not all machine learning data catalogs include data preparation features and may require integration with business intelligence platforms for such capabilities. Additionally, these catalogs differ from master data management (MDM) systems in their focus on enhanced governance, collaboration, and machine learning-powered functionalities.
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Appen
appen.com
Appen provides high-quality training data for AI through data annotation, speech collection, and text refinement to improve machine learning models.
TextQL
textql.com
TextQL is an AI-powered tool for enterprises that allows users to query data insights in natural language and integrates with existing data platforms.
Shaip
shaip.com
Shaip provides high-quality structured data for training AI models across various types, focusing on healthcare and computer vision, while also offering a toolkit for LLM enhancement.
Sama AI
sama.com
Sama AI provides precise data annotation solutions for enterprise AI models, focusing on ethical practices and improving employment outcomes for marginalized workers.
Denodo
denodo.com
Denodo is a data virtualization platform that connects various data sources in real-time, enhancing data access and governance without moving data.
Collibra
collibra.com
Collibra is a data catalog platform that helps organizations manage, govern, and understand their data assets for compliance and effective use.
Workstream.io
workstream.io
Workstream.io provides users easy access to analytics, helping them make informed decisions based on their organization's data.
data.world
data.world
data.world is a cloud-based platform for data cataloging, governance, and analysis, facilitating data discovery and collaboration across organizations.
Dataland
dataland.io
Dataland is a data management platform that simplifies data organization, analysis, and visualization, making it easy for users to manage and derive insights from data.
Secoda
secoda.co
Secoda is a data management platform that centralizes data access, governance, and quality monitoring for organizations, facilitating efficient collaboration and insights.
Erisna
erisna.com
Erisna is a data catalog and discovery platform that connects to various data sources, aiding data management and governance for analysts and engineers.
Select Star
selectstar.com
Select Star is a metadata platform that automates data analysis and documentation, aiding teams in data governance, migration, and analytics management.
CastorDoc
castordoc.com
CastorDoc is a collaborative tool for data discovery and documentation, helping teams organize and manage data effectively in a centralized platform.
Traceye
traceye.io
Traceye is a data indexing platform for enterprises, enabling the creation and deployment of subgraphs for efficient access to blockchain data.
Decube
decube.io
Decube is a data observability platform that monitors data quality, provides metadata cataloging, and supports data reconciliation for various data sources.
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