AlphaMed Federated Learning Module
Project description
AlphaMed
简体中文 | English
AlphaMed 是一个基于区块链技术的去中心化联邦学习解决方案，旨在使医疗机构能够在保证其医疗数据隐私和安全的同时，实现多机构联合建模。医疗机构可以在本地节点实现模型的训练，并支持以匿名的身份将加密的参数共享至聚合节点，从而实现更安全、可信的联邦学习。
相比于传统的联邦学习，AlphaMed 平台不仅能够确保只有合法的且经过许可的参与者才能加入网络，同时支持节点的匿名化的参与联合建模。同时，区块链的共识算法能够确保网络中的节点得到一直的决策，恶意的参与者或者数据投毒等攻击将被拒绝，从而保证了联邦学习更好的安全性。
在联邦学习的过程中，各个参与方都受到智能合约的约束，并且所有的事件、操作都将被记录在区块链的分布式账本上，可追溯、可审计，使得联合机器学习的安全性和隐私保护能力极大的提升。
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file alphafed-0.1.1.tar.gz.
File metadata
- Download URL: alphafed-0.1.1.tar.gz
- Upload date:
- Size: 57.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.8.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
bd9cae6eec9ac798508f5668b485890dbce4663d91124f9d2f4bfbc43149191d
|
|
| MD5 |
573ef77140a26a620e1f70a72d45f4b2
|
|
| BLAKE2b-256 |
c16d45d64bbeb845d8ec7a759ee4889293a67179eef241b657fff3bec9d45584
|
File details
Details for the file alphafed-0.1.1-py3-none-any.whl.
File metadata
- Download URL: alphafed-0.1.1-py3-none-any.whl
- Upload date:
- Size: 70.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.8.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7f14526740a933bb1a6515dc1fcfaa375aa12b4419cf3700ed2fc61ed4fa3157
|
|
| MD5 |
0c1ec793039f0c2997e401e8e03f96f4
|
|
| BLAKE2b-256 |
94735c65c84c364edda7c595e396cbe0b99beeb89d4819e59e5794a550eb5ee9
|
