Steal-ML

Model extractor

A tool for extracting machine learning models from cloud-based services using prediction APIs

Model extraction attacks on Machine-Learning-as-a-Service platforms.

GitHub

344 stars
18 watching
96 forks
Language: Python
last commit: almost 6 years ago

Related projects:

RepositoryDescriptionStars
ftramer/lm_memorizationA tool to extract memorized content from large language models like GPT-2 by analyzing their training data179
freedomintelligence/mllm-benchEvaluates and compares the performance of multimodal large language models on various tasks56
dask/dask-mlA Python library for scalable machine learning using Dask alongside popular ML libraries907
jphall663/interpretable_machine_learning_with_pythonTeaching software developers how to build transparent and explainable machine learning models using Python673
lhfowl/robbing_the_fedThis implementation allows an attacker to directly obtain user data from federated learning gradient updates by modifying the shared model architecture.23
princeton-sysml/filmRecovering Private Text in Federated Learning of Language Models by attacking language models to extract private client data57
inspire-group/modelpoisoningAn implementation of model poisoning attacks in federated learning146
aws-samples/machine-learning-samplesA collection of sample applications demonstrating the use of Amazon Machine Learning API for various machine learning tasks873
mitre/advmlthreatmatrixA framework to help security analysts understand and prepare for adversarial machine learning attacks on AI systems1,056
mlcommons/inferenceMeasures the performance of deep learning models in various deployment scenarios.1,256
tensorflow/model-analysisEvaluates and visualizes the performance of machine learning models.1,258
eightbec/fastapi-ml-skeletonA FastAPI-based framework for serving machine learning models in production-ready applications412
rek7/mxtractAnalyzes and dumps memory to extract sensitive information from running processes582
m0rtem/cloudfailReconnaissance tool that gathers information about a Cloudflare-protected target to discover its server location using misconfigured DNS and old database records.2,251
digitalglobe/mltoolsTools for building machine learning solutions on satellite imagery81