concrete-ml
FLaNK-Halifax
| concrete-ml | FLaNK-Halifax | |
|---|---|---|
| 8 | 14 | |
| 786 | 1 | |
| 6.1% | - | |
| 9.7 | 7.3 | |
| 2 days ago | 6 months ago | |
| Python | TypeScript | |
| GNU General Public License v3.0 or later | 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.
concrete-ml
- Show HN: Logistic Regression Training on Encrypted Data with FHE
- Training ML Models on Encrypted Data with Homomorphic Encryption (FHE)
- FLaNK Stack Weekly 5 September 2023
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Concrete: A fully homomorphic encryption compiler
If you just want to dive right in, this example from Concrete ML's repository is very clear:
https://github.com/zama-ai/concrete-ml#a-simple-concrete-ml-...
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Instead of banning ChatGPT for its potential data theft, why don't we use advanced encryption techniques (for example, Homomorphic encryption) to secure our data?
As for ease of use, you should take a look at Concrete. It turns high level python code into FHE equivalents without developers having to know cryptography: https://github.com/zama-ai/concrete-ml
- Concrete ML: transform machine learning models into a homomorphic equivalent
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Zama Open-Sources Concrete ML v0.2 To Support Data Scientists Without Any Prior Cryptography Knowledge To Automatically Turn Classical Machine Learning (ML) Models Into Their FHE Equivalent
Github: https://github.com/zama-ai/concrete-ml
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[P] XGboost, sklearn and others running over encrypted data
Hello everyone! Following this post [numpy over encrypted numpy in fhe we are releasing a new lib that allows popular machine learning frameworks to run over encrypted data: https://github.com/zama-ai/concrete-ml
FLaNK-Halifax
- FLaNK Stack Weekly for 27 November 2023
- FLaNK Stack Weekly for 20 Nov 2023
- FLaNK Stack Weekly for 13 November 2023
- FLaNK Stack Weekly 06 Nov 2023
- FLaNK Stack Weekly for 30 Oct 2023
- FLaNK Stack Weekly 23 Oct 2023
- FLaNK Stack Weekly 16 October 2023
- FLaNK Stack Weekly 09 Oct 2023
- FLaNK Stack Weekly 2 October 2023
- FLaNK Stack for 25 September 2023
What are some alternatives?
concrete-numpy - Concrete-Numpy: A library to turn programs into their homomorphic equivalent.
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SeaGOAT - local-first semantic code search engine
puck - The visual editor for React
flink-cdc - Flink CDC is a streaming data integration tool
concrete - Concrete: TFHE Compiler that converts python programs into FHE equivalent
vimGPT - Browse the web with GPT-4V and Vimium
openaidemo - Demo of how access the OpenAI API using Java 17
CML_AMP_Intelligent-QA-Chatbot-with-NiFi-Pinecone-and-Llama2 - The prototype deploys an Application in CML using a Llama2 model from Hugging Face to answer questions augmented with knowledge extracted from the website. This prototype introduces Pinecone as a database for storing vectors for semantic search.
privaxy - Privaxy is the next generation tracker and advertisement blocker. It blocks ads and trackers by MITMing HTTP(s) traffic.
co-tracker - CoTracker is a model for tracking any point (pixel) on a video.