twinning
secure-xgboost
| twinning | secure-xgboost | |
|---|---|---|
| 1 | 1 | |
| 24 | 101 | |
| - | 2.0% | |
| 0.0 | 0.0 | |
| over 1 year ago | over 1 year ago | |
| C++ | C++ | |
| Apache License 2.0 | Apache License 2.0 |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
twinning
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[R] [S] Data Twinning
The R package for twinning can be installed from CRAN, and the Python module from GitHub.
secure-xgboost
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Announcing MC²: Securely perform analytics and machine learning on confidential data
The MC2 Compute Services: MC2 offers several compute services: these include Spark SQL, distributed XGBoost, and secure aggregation for federated learning. All are intended to run in a primarily untrusted environment, such as a cluster of machines hosted on a public cloud, that has support for trusted execution environments (hardware enclaves). Data is encrypted in transit using a client key and only ever decrypted inside hardware enclaves, providing the previously mentioned security guarantees for data-in-use. For all compute services, MC2 leverages the Open Enclave SDK, a project intended to provide a consistent API for a variety of different enclave architectures.
What are some alternatives?
GPBoost - Combining tree-boosting with Gaussian process and mixed effects models
delphi - A Cryptographic Inference Service for Neural Networks
MLPP - A library created to revitalize C++ as a machine learning front end. Per aspera ad astra.
mc2 - A Platform for Secure Analytics and Machine Learning
oneDAL - oneAPI Data Analytics Library (oneDAL)
cerebro - Cerebro: A platform for Secure Coopetitive Learning
SHOGUN - Shōgun
federated-xgboost - Federated gradient boosted decision tree learning
DataFrame - C++ DataFrame for statistical, Financial, and ML analysis -- in modern C++ using native types and contiguous memory storage
opaque-sql - An encrypted data analytics platform
secure-aggregation - Secure aggregation for federated learning using enclaves