Secretflow - A Unified Framework For Privacy-Preserving Data Analysis And Machine Learning
http://www.kitploit.com/2022/07/secretflow-unified-framework-for.html

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SecretFlow is a unified framework for privacy-preserving data intelligence (https://www.kitploit.com/search/label/Intelligence) and machine learning. To achieve this goal, it provides: An abstract device layer consists of plain devices and secret (https://www.kitploit.com/search/label/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 (https://www.kitploit.com/search/label/Analysis) and machine learning (https://www.kitploit.com/search/label/Machine%20Learning) with horizontal or vertical partitioned data. A workflow layer that seamlessly integrates data processing, model training, and hyperparameter tuning.

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Install For users who want to try SecretFlow, you can install the current release from pypi (https://pypi.org/). Note that it requires python version == 3.8, you can create a virtual environment with conda if not satisfied. pip install -U secretflow Try 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 ">>>> 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 (https://secretflow.readthedocs.io/en/latest/getting_started/index.html) Tutorials help you to understand and use secretflow (https://secretflow.readthedocs.io/en/latest/tutorial/index.html) The api reference (https://secretflow.readthedocs.io/en/latest/reference/index.html) Deployment Standalone or Cluster Mode (https://github.com/secretflow/secretflow/blob/beta/docs/getting_started/deployment.md) Contribution guide For 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 Style We prefer black (https://github.com/psf/black) as our code formatter. For various editor (https://www.kitploit.com/search/label/Editor) users, please refer to editor integration (https://black.readthedocs.io/en/stable/integrations/editors.html). Pass -S, --skip-string-normalization to black (https://github.com/psf/black) to avoid string quotes or prefixes normalization. Disclaimer Non-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 (https://github.com/secretflow/secretflow)

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hacking: security in practice
remove default apps on a samsung smart tv

This is driving me nuts, nothing I can find works. There's like 10 paid service apps I have no interest in ever using. It won't even let me shove them to the end of the shortcut list so I need to scroll through them every single time to get to something I actually want. It won't even let me remove them in development mode.

Is there like a new OS I can pop on here that is less annoying? I don't care if it looks and functions the same. Just want these stupid apps gone. Thanks.

Model UN55TU700DFXZA

submitted by /u/goldenmeow1
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hacking: security in practice
Security +

I just got started in hacking, does anyone have any advice for the security + exam and when I should do it. Also is there any other certs I can do right now as a beginner?

submitted by /u/mr_cyb3rz
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hacking: security in practice
Is it possible that sites such as OnlyFans are hacked right now leaking data? There's many stories around about creators content being shared openly via other channels. Surely OF have an ethical hacking team?

What do you think about this situation? A quick search brings up pirate sites promising to view any creators content for free, many will be scams but some are legit. How is is possible for the company to function with breaches?

submitted by /u/SmokeSinseLoud
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hacking: security in practice
So if your browser gets hooked 🎣 are you screwed?

What I mean is the hook only active during the current browsing session?

Does closing the browser & clearing browser cache remove hook 🪝?

How do you become unhooked?

submitted by /u/samsungcloudsolution
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hacking: security in practice
Resources for beginners?

What are some great resources to dive into ethical hacking? I have searched across the internet and i don't have the knowledge to know what is good and what's just some generic stuff for people trying to sell courses. It'll be helpful if there are some free resources you guys can recommend to a student. I'd like to see some quantifiable progress in my skill with a 6 month goal

submitted by /u/SirHarryOfKane
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Hacking on Medium
Showcasing Red Teaming TTPs — Weaponizing Custom Made C2 Channel via MS Word Macro

https://cdn-images-1.medium.com/max/1888/1*Ut8rPuysPamS1uXUCeLbjw.png
Welcome back my fellow hackers, today we are continuing the series of showcasing Red Teaming TTPs by trying to weaponize a custom C2…

Continue reading on Medium »

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Hacking on Medium
Damn Vulnerable DeFi: “Naive receiver” (Level 2) — Solution

https://cdn-images-1.medium.com/max/1137/1*m1yAF3llPYFd7g8SAjCd7w.png
DamnVulnerableDefi by

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Hacking on Medium
Hackthebox: Lame Walkthrough

Step 1: Scaning the Target:

Continue reading on Medium »

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Hacking on Medium
Hackthebox: Blue Walkthrough

Step 1: Scanning the target:

Continue reading on Medium »

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Hacking on Medium
Looking for an Open Database?

https://cdn-images-1.medium.com/max/2600/1*0pMoUJGtIcBpQ2tZ5L3GoQ.jpeg
Details of 23 TB of Chinese personal data available on the Dark Web for 10 Bitcoin

Continue reading on The Dock on the Bay »

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