Azure SQL EdgeMicrosoft
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About
Small-footprint, edge-optimized SQL database engine with built-in AI. Azure SQL Edge, a robust Internet of Things (IoT) database for edge computing, combines capabilities such as data streaming and time series with built-in machine learning and graph features. Extend the industry-leading Microsoft SQL engine to edge devices for consistent performance and security across your entire data estate, from cloud to edge. Develop your applications once and deploy them anywhere across the edge, your on-premises data center, or Azure. Built-in data streaming and time series, with in-database machine learning and graph features for low-latency analytics. Data processing at the edge for online, offline, or hybrid environments to overcome latency and bandwidth constraints. Deploy and update from the Azure portal or your enterprise portal for consistent security and turnkey management. Detect anomalies and apply business logic at the edge using the built-in machine learning capabilities.
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About
Flower is an open source federated learning framework designed to simplify the development and deployment of machine learning models across decentralized data sources. It enables training on data located on devices or servers without transferring the data itself, thereby enhancing privacy and reducing bandwidth usage. Flower supports a wide range of machine learning frameworks, including PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, and XGBoost, and is compatible with various platforms and cloud services like AWS, GCP, and Azure. It offers flexibility through customizable strategies and supports both horizontal and vertical federated learning scenarios. Flower's architecture allows for scalable experiments, with the capability to handle workloads involving tens of millions of clients. It also provides built-in support for privacy-preserving techniques like differential privacy and secure aggregation.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Enterprises wanting a tool to develop applications and manage the performance and security across their entire data estate
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Audience
Machine learning practitioners and researchers in search of a tool to implement privacy-preserving, decentralized model training across diverse devices and platforms
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
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Pricing
$60 per year
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationMicrosoft
Founded: 1975
United States
azure.microsoft.com/en-us/products/azure-sql/edge/
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Company InformationFlower
Founded: 2023
Germany
flower.ai/
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Categories |
Categories |
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Integrations
Microsoft Azure
Amazon Web Services (AWS)
Android
Apple iOS
Azure Marketplace
Azure SQL Database
Bloomreach
Google Cloud Platform
Hugging Face
Keras
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Integrations
Microsoft Azure
Amazon Web Services (AWS)
Android
Apple iOS
Azure Marketplace
Azure SQL Database
Bloomreach
Google Cloud Platform
Hugging Face
Keras
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