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#spamassassin — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #spamassassin, aggregated by home.social.

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  1. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #dovecot #controlpanel #postfix #mariadb #bind #spamassassin #selfhosted #clamav #phpfpm #certbot #letsencrypt

  2. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #dovecot #controlpanel #postfix #mariadb #bind #spamassassin #selfhosted #clamav #phpfpm #certbot #letsencrypt

  3. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #dovecot #controlpanel #postfix #mariadb #bind #spamassassin #selfhosted #clamav #phpfpm #certbot #letsencrypt

  4. It's been ten days since I wrote or updated a #SpamAssassin rule set. I think that's the first time that's happened since I started writing them in 2021!

  5. It's been ten days since I wrote or updated a #SpamAssassin rule set. I think that's the first time that's happened since I started writing them in 2021!

  6. It's been ten days since I wrote or updated a #SpamAssassin rule set. I think that's the first time that's happened since I started writing them in 2021!

  7. It's been ten days since I wrote or updated a #SpamAssassin rule set. I think that's the first time that's happened since I started writing them in 2021!

  8. It's been ten days since I wrote or updated a #SpamAssassin rule set. I think that's the first time that's happened since I started writing them in 2021!

  9. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #phpfpm #letsencrypt #certbot #mariadb #selfhosted #selfhosting #spamassassin #clamav #bind #dovecot #postfix #controlpanel

  10. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #phpfpm #letsencrypt #certbot #mariadb #selfhosted #selfhosting #spamassassin #clamav #bind #dovecot #postfix #controlpanel

  11. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #phpfpm #letsencrypt #certbot #mariadb #selfhosted #selfhosting #spamassassin #clamav #bind #dovecot #postfix #controlpanel

  12. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #phpfpm #letsencrypt #certbot #mariadb #selfhosted #selfhosting #spamassassin #clamav #bind #dovecot #postfix #controlpanel

  13. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #mariadb #certbot #selfhosting #phpfpm #letsencrypt #clamav #selfhosted #controlpanel #postfix #bind #spamassassin #dovecot

  14. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #mariadb #certbot #selfhosting #phpfpm #letsencrypt #clamav #selfhosted #controlpanel #postfix #bind #spamassassin #dovecot

  15. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #mariadb #certbot #selfhosting #phpfpm #letsencrypt #clamav #selfhosted #controlpanel #postfix #bind #spamassassin #dovecot

  16. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #spamassassin #certbot #clamav #bind #mariadb #selfhosted #dovecot #selfhosting #phpfpm #letsencrypt #postfix

  17. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #spamassassin #certbot #clamav #bind #mariadb #selfhosted #dovecot #selfhosting #phpfpm #letsencrypt #postfix

  18. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #spamassassin #certbot #clamav #bind #mariadb #selfhosted #dovecot #selfhosting #phpfpm #letsencrypt #postfix

  19. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #spamassassin #certbot #clamav #bind #mariadb #selfhosted #dovecot #selfhosting #phpfpm #letsencrypt #postfix

  20. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #dovecot #certbot #selfhosting #spamassassin #letsencrypt #bind #selfhosted #clamav #mariadb #postfix #phpfpm

  21. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #dovecot #certbot #selfhosting #spamassassin #letsencrypt #bind #selfhosted #clamav #mariadb #postfix #phpfpm

  22. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #dovecot #certbot #selfhosting #spamassassin #letsencrypt #bind #selfhosted #clamav #mariadb #postfix #phpfpm

  23. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #spamassassin #postfix #letsencrypt #bind #selfhosted #phpfpm #selfhosting #clamav #certbot #controlpanel #mariadb #dovecot

  24. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #spamassassin #postfix #letsencrypt #bind #selfhosted #phpfpm #selfhosting #clamav #certbot #controlpanel #mariadb #dovecot

  25. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #spamassassin #postfix #letsencrypt #bind #selfhosted #phpfpm #selfhosting #clamav #certbot #controlpanel #mariadb #dovecot

  26. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #bind #controlpanel #postfix #mariadb #certbot #spamassassin #clamav #letsencrypt #phpfpm #dovecot #selfhosted

  27. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #bind #controlpanel #postfix #mariadb #certbot #spamassassin #clamav #letsencrypt #phpfpm #dovecot #selfhosted

  28. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #bind #controlpanel #postfix #mariadb #certbot #spamassassin #clamav #letsencrypt #phpfpm #dovecot #selfhosted

  29. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #selfhosting #bind #controlpanel #postfix #mariadb #certbot #spamassassin #clamav #letsencrypt #phpfpm #dovecot #selfhosted

  30. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #letsencrypt #clamav #selfhosting #mariadb #certbot #dovecot #controlpanel #selfhosted #postfix #spamassassin #bind #phpfpm

  31. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #letsencrypt #clamav #selfhosting #mariadb #certbot #dovecot #controlpanel #selfhosted #postfix #spamassassin #bind #phpfpm

  32. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #letsencrypt #clamav #selfhosting #mariadb #certbot #dovecot #controlpanel #selfhosted #postfix #spamassassin #bind #phpfpm

  33. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #letsencrypt #clamav #selfhosting #mariadb #certbot #dovecot #controlpanel #selfhosted #postfix #spamassassin #bind #phpfpm

  34. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #postfix #clamav #bind #letsencrypt #spamassassin #certbot #selfhosting #controlpanel #dovecot #phpfpm #selfhosted #mariadb

  35. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #postfix #clamav #bind #letsencrypt #spamassassin #certbot #selfhosting #controlpanel #dovecot #phpfpm #selfhosted #mariadb

  36. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #postfix #clamav #bind #letsencrypt #spamassassin #certbot #selfhosting #controlpanel #dovecot #phpfpm #selfhosted #mariadb

  37. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #phpfpm #letsencrypt #selfhosted #mariadb #dovecot #spamassassin #selfhosting #bind #postfix #clamav #certbot

  38. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #phpfpm #letsencrypt #selfhosted #mariadb #dovecot #spamassassin #selfhosting #bind #postfix #clamav #certbot

  39. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #phpfpm #letsencrypt #selfhosted #mariadb #dovecot #spamassassin #selfhosting #bind #postfix #clamav #certbot

  40. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

    This article provides a how-to guide to deploy Virtualmin on AlmaLinux VPS.
    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #controlpanel #phpfpm #letsencrypt #selfhosted #mariadb #dovecot #spamassassin #selfhosting #bind #postfix #clamav #certbot

  41. Бесплатная защита от спама на почте с помощью ИИ фильтрации без VPN: многоуровневый метод с BERT и 550 МБ RAM

    Вас тоже достаёт спам и реклама? Рекламу я блокирую через свой DNS сервер и локальными CSS фильтрами, а вот для почты пришлось придумать что-то другое. Схема многоступенчатая. Первыми срабатывают фильтры Яндекса и Mail — что-то они отсеивают сами, ещё до пересылки. То, что прошло через них, падает на мой сервер, где стоит SpamAssassin. Ловит ещё часть. Но после двух уровней всё равно что-то просачивается, спамеры же не сидят без дела. И вот этот остаток доезжает до Gmail и что-то оседает в папке Спам, а что-то попадает во входящие и приходит раздражающее уведомление. Хотелось, чтобы со временем не накапливался мусор в папках, который надо разгребать вручную. Особенно важно заблокировать то, что не является полностью спамом: приглашения на конференции, партнёрские предложения, кредиты — формально не нарушение, поэтому байесовский фильтр такие вещи плохо ловит. Локальная BERT-модель закрыла обе проблемы. Взял ruBert-base-antispam с HuggingFace — файн-тюн на базе DeepPavlov/rubert-base-cased-conversational. 177 миллионов параметров, 12 слоёв трансформера, 768 hidden size. Физически не принимает больше 512 токенов на вход. В памяти занимает около 550 МБ, ответ приходит за 100-200 миллисекунд. Бинарный классификатор — текст на входе, 0 или 1 на выходе, никаких промптов и reasoning. Идеально!

    habr.com/ru/articles/1055518/

    #спам #email #BERT #AI #exim #dovecot #spamassassin #фильтрация #python #почта

  42. Бесплатная защита от спама на почте с помощью ИИ фильтрации без VPN: многоуровневый метод с BERT и 550 МБ RAM

    Вас тоже достаёт спам и реклама? Рекламу я блокирую через свой DNS сервер и локальными CSS фильтрами, а вот для почты пришлось придумать что-то другое. Схема многоступенчатая. Первыми срабатывают фильтры Яндекса и Mail — что-то они отсеивают сами, ещё до пересылки. То, что прошло через них, падает на мой сервер, где стоит SpamAssassin. Ловит ещё часть. Но после двух уровней всё равно что-то просачивается, спамеры же не сидят без дела. И вот этот остаток доезжает до Gmail и что-то оседает в папке Спам, а что-то попадает во входящие и приходит раздражающее уведомление. Хотелось, чтобы со временем не накапливался мусор в папках, который надо разгребать вручную. Особенно важно заблокировать то, что не является полностью спамом: приглашения на конференции, партнёрские предложения, кредиты — формально не нарушение, поэтому байесовский фильтр такие вещи плохо ловит. Локальная BERT-модель закрыла обе проблемы. Взял ruBert-base-antispam с HuggingFace — файн-тюн на базе DeepPavlov/rubert-base-cased-conversational. 177 миллионов параметров, 12 слоёв трансформера, 768 hidden size. Физически не принимает больше 512 токенов на вход. В памяти занимает около 550 МБ, ответ приходит за 100-200 миллисекунд. Бинарный классификатор — текст на входе, 0 или 1 на выходе, никаких промптов и reasoning. Идеально!

    habr.com/ru/articles/1055518/

    #спам #email #BERT #AI #exim #dovecot #spamassassin #фильтрация #python #почта

  43. Бесплатная защита от спама на почте с помощью ИИ фильтрации без VPN: многоуровневый метод с BERT и 550 МБ RAM

    Вас тоже достаёт спам и реклама? Рекламу я блокирую через свой DNS сервер и локальными CSS фильтрами, а вот для почты пришлось придумать что-то другое. Схема многоступенчатая. Первыми срабатывают фильтры Яндекса и Mail — что-то они отсеивают сами, ещё до пересылки. То, что прошло через них, падает на мой сервер, где стоит SpamAssassin. Ловит ещё часть. Но после двух уровней всё равно что-то просачивается, спамеры же не сидят без дела. И вот этот остаток доезжает до Gmail и что-то оседает в папке Спам, а что-то попадает во входящие и приходит раздражающее уведомление. Хотелось, чтобы со временем не накапливался мусор в папках, который надо разгребать вручную. Особенно важно заблокировать то, что не является полностью спамом: приглашения на конференции, партнёрские предложения, кредиты — формально не нарушение, поэтому байесовский фильтр такие вещи плохо ловит. Локальная BERT-модель закрыла обе проблемы. Взял ruBert-base-antispam с HuggingFace — файн-тюн на базе DeepPavlov/rubert-base-cased-conversational. 177 миллионов параметров, 12 слоёв трансформера, 768 hidden size. Физически не принимает больше 512 токенов на вход. В памяти занимает около 550 МБ, ответ приходит за 100-200 миллисекунд. Бинарный классификатор — текст на входе, 0 или 1 на выходе, никаких промптов и reasoning. Идеально!

    habr.com/ru/articles/1055518/

    #спам #email #BERT #AI #exim #dovecot #spamassassin #фильтрация #python #почта

  44. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

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    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

    It supports:

    Multi-domain virtual hosting
    Apache or Nginx
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    Apache or Nginx
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    Continued 👉 blog.radwebhosting.com/deploy- #postfix #controlpanel #certbot #selfhosting #phpfpm #mariadb #spamassassin #letsencrypt #selfhosted #dovecot #clamav #bind

  47. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

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    Continued 👉 blog.radwebhosting.com/deploy- #dovecot #clamav #selfhosting #postfix #certbot #selfhosted #letsencrypt #phpfpm #mariadb #bind #spamassassin #controlpanel

  48. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

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    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #dovecot #clamav #selfhosting #postfix #certbot #selfhosted #letsencrypt #phpfpm #mariadb #bind #spamassassin #controlpanel

  49. 🚀 Deploy #Virtualmin on #AlmaLinux #VPS (5 Minute Quick-Start Guide)

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    What is Virtualmin?
    Virtualmin is a powerful open-source web hosting control panel built on top of Webmin.

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    Multi-domain virtual hosting
    Apache or Nginx
    PHP ...
    Continued 👉 blog.radwebhosting.com/deploy- #dovecot #clamav #selfhosting #postfix #certbot #selfhosted #letsencrypt #phpfpm #mariadb #bind #spamassassin #controlpanel