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Secretflow - A Unified Framework For Privacy-Preserving Data Analysis And Machine Learning

https://blogger.googleusercontent.com/img/a/AVvXsEjrdSGnoV7EgVBbCyRagGSjpjOBezntp_8D60m_SXgp4vGCSy1RI5pKGEjfUFfwiafzd0U0xtUKi-cjSXqj2kC29ZH8pQN0CEEi_GEtzMa4RaQxDCYfjLovjR9JD3wZY7AMrIhBeKoyzS0ASIPHARxSgjjqE1exFHRUhgWsp4key8Q661peEcRvZL6b=w640-h360 SecretFlow is a unified framework for privacy-preserving data intelligence and machine learning. To achieve this goal, it provides:

* An abstract device layer consists of plain devices and secret devices which encapsulate various cryptographic protocols.
* A device flow layer modeling higher algorithms as device object flow and DAG.
* An algorithm layer to do data analysis and machine learning with horizontal or vertical partitioned data.
* A workflow layer that seamlessly integrates data processing, model training, and hyperparameter tuning. https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjZz4iE7Ag_Dve_pPoeOy72422Oaosi3odKxSqP8WTk-vBR34PxTdhbsKYLc-zfF2ZAVjnwqHDa2KAHhfl6IgKBFltt07r3q5XYdFsLBlUwo94Ai6JFOK-ESJYiRHRD8b8KChTk19qo0OJrfTgo4dnH7Y6PKQk5Zq0Ecs29OeoWqekDLt26boLnX33b/w640-h326/secretflow.png InstallFor users who want to try SecretFlow, you can install the current release from pypi. Note that it requires python version == 3.8, you can create a virtual environment with conda if not satisfied. pip install -U secretflowTry you first SecretFlow program >>> import secretflow as sf
>>> sf.init(['alice', 'bob', 'carol'], num_cpus=8, log_to_driver=True)
>>> dev = sf.PYU('alice')
>>> import numpy as np
>>> data = dev(np.random.rand)(3, 4)
>>> data
Getting started* Getting started
* Tutorials help you to understand and use secretflow
* The api reference Deployment* Standalone or Cluster Mode Contribution guideFor developers who want to contribute to SecretFlow, you can set up an environment with the following instruction. git clone https://github.com/secretflow/secretflow.git

# optional
git lfs install

conda create -n secretflow python=3.8
conda activate secretflow
pip install -r dev-requirements.txt -r requirements.txt
Coding StyleWe prefer black as our code formatter. For various editor users, please refer to editor integration. Pass -S, --skip-string-normalizationto black to avoid string quotes or prefixes normalization. DisclaimerNon-release versions of SecretFlow are prohibited to use in any production environment due to possible bugs, glitches, lack of functionality, security issues or other problems. Download Secretflow

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hacking: security in practice
Any Good Free MAC Address Spoofing Apps Out There (Using a MacBook Pro?)

Like the title says, I'm looking to spoof my MAC address, but want to know if there are good free apps for this, instead of paying the 20-odd dollars for one that is advertised online. (I'm also not great with Terminal and spoofing through that). Any tips would be appreciated.

submitted by /u/Tropical_Clam_92
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hacking: security in practice
How to generate password lists?

Currently doing my first box on hackthebox and I need to generate a 8 digit password with lower and uppercase letters as well as symbols in order to brute force. Anyone know a tool to do this?

submitted by /u/FaDe_Flamez
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hacking: security in practice
How do black-hat hackers learn everything on their own?

I’m talking about those who have an almost perfect understanding of the necessary coding, programs, methods etc.

There are some skilled hackers displaying their skills on YouTube and spreading awareness on cyber security, but the thing they do on their channel are pretty vanilla compared to what can actually be done.

I knew someone that could send you a text message, triangulate your location based on ping, find your address and all personal information, steal your money and identity and put you in debt. Of course he has never done that but he proved it’s possible in not only this way.

submitted by /u/dj-zozo
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