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What is NVIDIA FLARE?

NVIDIA FLARE, which stands for Federated Learning Application Runtime Environment, is an adaptable, open-source software development kit tailored to improve federated learning across multiple industries, including healthcare, finance, and automotive. This platform facilitates secure and privacy-centric AI model training as it allows various stakeholders to collaboratively construct models without having to exchange sensitive raw data. FLARE supports a variety of machine learning frameworks such as PyTorch, TensorFlow, RAPIDS, and XGBoost, allowing for seamless integration into existing workflows. Its modular design not only promotes customization but also guarantees scalability, catering to both horizontal and vertical federated learning approaches. Particularly beneficial for domains where data privacy and regulatory compliance are paramount, FLARE is ideal for applications like medical imaging and financial analytics. Users can easily access and download FLARE via the NVIDIA NVFlare repository on GitHub and PyPi, ensuring it is readily implementable across a wide range of projects. By bridging the gap between data privacy and collaborative AI development, FLARE marks a notable progression in the realm of privacy-preserving AI technologies. Furthermore, its user-friendly nature encourages broader adoption among developers seeking innovative solutions.

What is Decide AI?

DecideAI represents a decentralized framework for artificial intelligence, centered on three core elements that establish a foundation for secure data sharing, annotation, model creation, and continuous improvement through strategies like reinforcement learning from human feedback (RLHF) and differential privacy optimization (DPO). The Decide ID feature employs zero-knowledge proofs to validate the identities and reputations of contributors, while safeguarding privacy with advanced methods such as 3D facial recognition and liveness detection. In addition, Decide Cortex provides users with access to high-quality, specialized large language models (LLMs) and carefully curated datasets generated through the protocol, enabling clients and developers to implement or tailor models effortlessly without extensive preparatory work. The platform is designed to ensure the secure and verifiable contribution of proprietary or specialized data, encourage ongoing participation through its native DCD token, and reduce reliance on large centralized AI service providers by facilitating on-chain or hybrid model hosting. This forward-thinking approach not only empowers various stakeholders to participate in the AI ecosystem but also fosters a collaborative atmosphere where both privacy and quality take precedence, ultimately paving the way for innovative developments in the field.

Media

Media

Integrations Supported

GitHub
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
PyTorch
TensorFlow

Integrations Supported

GitHub
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
PyTorch
TensorFlow

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

NVIDIA

Date Founded

1993

Company Location

United States

Company Website

developer.nvidia.com/flare

Company Facts

Organization Name

Decide AI

Date Founded

2021

Company Location

United States

Company Website

decideai.xyz/

Categories and Features

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

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