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About

Deploy financial infrastructures with privacy-preserving transparency. Findora enables assets of any nature - dollar, bitcoin, equity, debt and derivatives. Its mission is to address the challenges necessary to support this broad class of assets and diverse financial use cases, providing confidentiality while retaining the transparency of other blockchains. Findora uses zero-knowledge proofs and secure multi-party computation to support many privacy-preserving features. Specialized zero-knowledge proofs allow Findora to be publicly audited, while data remains confidential. Findora features a high-throughput ledger design, and reduces storage requirements through cryptographic accumulators. Findora breaks open data silos for easy interoperability between the main- and side-ledgers. Findora provides you with the tools, documentation, and support to help you build your applications. Develop privacy-preserving applications on the Findora testnet today.

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.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Companies, DevOps teams, developers in need of a Blockchain solution

Audience

Machine learning practitioners and researchers in search of a tool to implement privacy-preserving, decentralized model training across diverse devices and platforms

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Supported
Live Online Not Supported
In Person Supported

Company Information

Findora
Founded: 2017
findora.org

Company Information

Flower
Founded: 2023
Germany
flower.ai/

Alternatives

Alternatives

Keepsake

Keepsake

Replicate

Categories

Blockchain Supported

Categories

Integrations

Amazon Web Services (AWS) Not Supported
Android Not Supported
Apple iOS Not Supported
Bitget Wallet Supported
Blockchain.com Supported
Conflux Supported
Docker Not Supported
Hardskills Not Supported
Hugging Face Not Supported
JAX Not Supported
Keras Not Supported
Microsoft Azure Not Supported
NVIDIA Jetson Not Supported
NumPy Not Supported
PyTorch Not Supported
Python Not Supported
Raspberry Pi OS Not Supported
TensorFlow Not Supported
pandas Not Supported
scikit-learn Not Supported

Integrations

Amazon Web Services (AWS) Supported
Android Supported
Apple iOS Supported
Bitget Wallet Not Supported
Blockchain.com Not Supported
Conflux Not Supported
Docker Supported
Hardskills Supported
Hugging Face Supported
JAX Supported
Keras Supported
Microsoft Azure Supported
NVIDIA Jetson Supported
NumPy Supported
PyTorch Supported
Python Supported
Raspberry Pi OS Supported
TensorFlow Supported
pandas Supported
scikit-learn Supported
Claim Findora and update features and information
Claim Findora and update features and information
Claim Flower and update features and information
Claim Flower and update features and information