🐧 Linux turns 34, I'm still a newbie with barely 25 years of experience.
My new article about k-NN classification, covering everything from data preprocessing to performance evaluation.
In the article, I discuss:
- Data preprocessing (scaling, cleaning, input preparation).
- Distance metrics for k-NN: Euclidean, Manhattan and Minkowski.
- Evaluation metrics: Accuracy, Precision, Recall and F1-score.
Bonus feature: the ability to set individual weights for each feature 🤫
I hope the article will be useful and maybe even a bit inspiring.
🔹 https://mortylen.hashnode.dev/k-nn-classification-and-model-evaluation
#machinelearning #datascience #opensource #programming #rust #ai
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#Codeberg sous l’assaut de robots #IA : Le système de défense #Anubis contourné.
Le 15 août 2025, The Register a révélé que Codeberg, une plateforme d’hébergement de code axée sur la gratuité et l’open source, se trouve confrontée à un problème croissant : une prolifération de robots alimentés par l’intelligence artificielle (IA). Ces robots parviennent désormais à déjouer les mesures de sécurité mises en place par Codeberg, notamment son système de défense surnommé « Anubis ».
https://fr.itb.co.jp/2025/08/19/codeberg-sous-lassaut-de-robots-ia-le-systeme-de-defense-anubis-contournethe-register/
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Codeberg beset by AI bots that now bypass Anubis tarpit
Codeberg, a Berlin-based code hosting community, is struggling to cope with a deluge of AI bots that can now bypass previously effective defenses.
In a series of posts to the Mastodon social network on Friday, Codeberg volunteer staff said AI crawlers are no longer being kept at bay by Anubis, an AI bot tarpit.
"It seems like the #AI crawlers learned how to solve the Anubis challenges," the Codeberg account said.
#Anubis #OpenSource #CyberSecurity #Security #InfoSec #IA #NoAI #Technology

Come explore a large random selection of forever open source #TTRPG resources, from games to SRDs to art and more!
https://thoughtpunks.com/open-source-ttrpg-resources/
#OpenSource #TabletopGames #IndieGames
🚀 Podman Desktop 1.21 is live!
This release brings a sleek new notification UI, smarter install detection, an upgrade to Podman v5.6, and improved macOS support with libkrun as default. Plus, loads of stability and performance fixes.
🎉 Big thanks to our team and contributors!
🔗 Release details: : https://podman-desktop.io/blog/podman-desktop-release-1.21
🗓️ Join our community call – Aug 28, 9–10 AM ET https://github.com/podman-desktop/community/issues/14
👉 Download: https://podman-desktop.io/downloads
#Podman #Containers #DevTools #OpenSource #podmandesktop
Tired of paying for employee onboarding tools? 💸 ChiefOnboarding is the free, open-source platform you've been waiting for. It’s got awesome features like dynamic Sequences 🧩 and a multi-language Slack bot. Self-host it for total control over your data! #selfhosted #opensource #SaaS #onboarding #HRTech

6️⃣ reasons why you should start using CrowdSec’s open source WAF that works out of band:
1. No latency
2. No risk to production
3. No single point of failure
4. Easier troubleshooting
5. Safer testing & tuning of rules
6. Works with any architecture
✨ And here is the bonus: it’s free!
Get started today 👉 https://www.crowdsec.net/blog/crowdsec-waf-the-collaborative-future-of-web-application-security
#WAF #webapplicationfirewall #cybersecurity #opensource
👋 Wiem, wiem – ale trochę linkowania nigdy nie zaszkodzi 😉
Jednak żeby trochę zaistnieć w sieci, muszę się podzielić moim blogiem 👉 https://kernelpanik.pl/
Znajdziesz tam sporo treści o Linuxie, prywatności w sieci i ciekawostkach techowych.
Zero spamowania, tylko konkret i trochę humoru 😎
#Linux #OpenSource #Privacy #Tech #Blog #FOSS #WolnośćWSieci #kernelpanik
OpenSearch Software Foundation @OpenSearchProject marks 1 year with the @linuxfoundation.
🚀 1B+ downloads (78% YoY growth)
🤝 Stronger community
🤖 Innovations in agentic AI and hybrid search
🚀 NEW on We ❤️ Open Source 🚀
Don’t just use open source—support it. Marty Puranik shares 4 essential ways your company can give back: Time, Talent, Treasure, and Technology. Practical, impactful, and community-driven.
https://allthingsopen.org/articles/4-ways-support-open-source-now
#WeLoveOpenSource #FOSS #OpenSource #TechEthics #OSSContributions

Your Top 10 /e/OS Questions Answered! - Banking Apps, Paid Apps, Which OS is better and more!
https://devwithzachary.com/w/dRx7JCf5qZSCpWh6SwQSkR
Linux Celebration: 34 Years of Technological Revolution! 🐧🎂
Linux isn't just an operating system; it's a movement that has profoundly transformed global technology. Since its inception in 1991, created by Linus Torvalds, Linux has become much more than a simple operating system kernel—it represents a philosophy of collaboration, open source, and technological innovation.