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https://t.me/CyberSachok/2140?embed=1&mode=tme
| 32
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В комментарии журналистке я говорил, что мы планируем регистрировать канал. Эту фразу в текст окончательного варианта статьи не вставили. Еще вопросы?
https://t.me/notlukatsky/1702
|
https://t.me/CyberSachok/2140?embed=1&mode=tme
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https://t.me/
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https://t.me/s/CyberSachok
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[
{
"ner": "1702",
"lemma": "1702",
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"start_pos": 176,
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NEUTRAL
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rus
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NOT SPAM
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{
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"link": "https://t.me/"
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{
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"name": "Sachok",
"link": "https://t.me/CyberSachok",
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|
|
https://t.me/CyberSachok/2142?embed=1&mode=tme
| 32
|
Среди тонны дискуссий о том, как изменить мир ИБ к лучшему на SOC Forum, удалось найти интересную пленарную дискуссию «Хакнуть будущее: кибербезопасность как конкурентное преимущество».
Внимание мое особенно привлекли некоторые тезисы Дмитрия из желтого банка и Ивана Вассунова из RED Security, который говорил именно в контексте рынка и трендов для него.
- В 2024 году количество кибератак выросло в 1,5-2 раза по сравнению с прошлым годом. Именно поэтому кибербезопасность перестала быть просто опцией, теперь это УТП для компаний.
- В стартапах на самых ранних этапах можно забить болт на ИБ, но как только попрет — сразу бежать за ИБ-сервисами, чтоб самим не заморачиваться.
- Атаки через подрядчиков увеличились на 50%, а целенаправленные атаки — на 60%, поэтому пентестим контрагентов до посинения.
- Не просто инструменты, а результат. Пора переходить от предложения отдельных сервисов и продуктов к комплексным решениям, которые дают реальную ценность заказчикам.
Лично мне показалось, что в Иване Вассунове есть много той энергии, которая позволяет людям менять тренды в отрасли и задавать направление корабля.
Эта энергия называется трезвым умом и здравым смыслом, чего сейчас многим не хватает.
Пищи для размышления после этой дискуссии осталось много. Советую посмотреть запись с SOC Forum, когда она появится.
@cybersachok
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https://t.me/CyberSachok/2142?embed=1&mode=tme
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https://t.me/
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https://t.me/s/CyberSachok
| 22,400
| 0
| 1,730,976,716
| 1,730,996,782
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[
{
"ner": "ИБ",
"lemma": "иб",
"label": "ORG",
"start_pos": 46,
"end_pos": 48
},
{
"ner": "SOC Forum",
"lemma": "soc forum",
"label": "ORG",
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"end_pos": 71
},
{
"ner": "Дмитрия",
"lemma": "дмитрий",
"label": "PER",
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"end_pos": 242
},
{
"ner": "Ивана Вассунова",
"lemma": "иван вассунова",
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"end_pos": 277
},
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https://t.me/SecLabNews/15862?embed=1&mode=tme
| 32
|
Российским сайтам советуют отключить CloudFlare
🛑
Центр мониторинга Роскомнадзора (ЦМУ ССОП)
обратился
к владельцам интернет-ресурсов с рекомендацией отказаться от CDN-сервиса CloudFlare. Причина в том, что используемое по умолчанию расширение сервиса нарушает законодательство РФ и блокируется на территории России.
🔐
CloudFlare в октябре активировал на своих серверах расширение TLS ECH (Encrypted Client Hello), позволяющее обходить ограничения на доступ к запрещенной информации. «Рекомендуем владельцам информационных ресурсов отключить расширение TLS ECH или, что правильнее, использовать отечественные CDN-сервисы», — сообщили в центре.
⚠️
ЦМУ ССОП подчеркнул, что CloudFlare входит в число компаний BigTech, с которыми Госдепартамент США проводил встречи в сентябре. На встречах обсуждалось комплексное и организованное противодействие странам, активно защищающим свой информационный суверенитет.
#CloudFlare #Роскомнадзор #Безопасность #CDN
@SecLabNews
|
https://t.me/SecLabNews/15862?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/SecLabNews
| 6,800
| 0
| 1,730,972,873
| 1,730,996,782
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https://t.me/SecLabNews/15863?embed=1&mode=tme
| 32
|
🧑💻
Вы когда-нибудь задумывались, как у хакера получается так долго оставаться в сети атакованной компании?
В среднем с момента компрометации до остановки атаки
проходит 45 дней
, а самое долгое пребывание в инфраструктуре
составило
5 лет
.
🛡
Сергей Щербаков, специалист группы обнаружения атак на конечных устройствах Positive Technologies, расскажет, какие техники используют злоумышленники для того, чтобы «спрятаться» от средств защиты, и покажет несколько кейсов атак.
Выпуск можно посмотреть на любой из платформ:
📺
YouTube
📺
RuTube
📺
VK Видео
Ставьте лайки и подписывайтесь, чтобы не стать следующей жертвой!
@SecLabNews
|
https://t.me/SecLabNews/15863?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/SecLabNews
| 3,800
| 0
| 1,730,988,098
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NEUTRAL
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{
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"link": "https://t.me/"
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https://t.me/SecLabNews/15864?embed=1&mode=tme
| 32
|
Positive Technologies: старые SIM-карты таят угрозу безопасности
📱
Новое исследование Positive
Technologies показало,
что более трети изученных SIM-карт дают возможность для попыток аутентификации в сервисах и приложениях. Практически каждый второй телефонный номер, проверенный специалистами в ходе исследования, уже был использован для регистрации различных аккаунтов.
💻
Эксперты изучили 38 из 80 популярных приложений и обнаружили, что 43% SIM-карт уже когда-либо были использованы прежними владельцами для регистрации аккаунтов в этих сервисах, а для 37% номеров аккаунты были активными.
🫣
Исследователи также установили, что два оператора из пяти раскрывают Ф.И.О. владельца при попытке входа в личный кабинет, а лишь один из пяти операторов блокировал SIM-карты при выявлении активности специалистов.
#кибербезопасность #исследование #мобильнаябезопасность
@SecLabNews
|
https://t.me/SecLabNews/15864?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/SecLabNews
| 2,300
| 0
| 1,730,993,441
| 1,730,996,782
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https://t.me/alukatsky/11720?embed=1&mode=tme
| 32
|
Интересный тренд на мировом рынке ИБ - многие игроки отказываются от статуса публичных компаний, что может быть объяснимо различными факторами
🤔
Тут и рост поглощений со стороны инвестфондов, что позволяет поглощаемым компаниям иметь достаточное количество собственных, а не заемных средств, на свое развитие
↗️
И нежелание выполнять растущее число требований к публичным компаниям. И желание поменьше внимания привлекать к себе со стороны государства, особенно в части разработок на базе искусственного интеллекта. И много чего еще...
Конечно, не стоит забывать, что несколько лет назад был просто всплеск интереса к теме кибербеза и многие компании, под влиянием момента, пошли на биржу
🐂
, но потом произошло переосмысление и рынка и своей роли на нем. Кого-то из готовившихся к выходу на биржу, как Lacework, Exabeam, Recorded Future, успели купить раньше. Ну а кто-то (Sophos, Proofpoint, Ping Identity, SailPoint и т.п.) считает, что частный статус позволяет развиваться быстрее. У всех своя правда
🐻
Главное, что стоит помнить, что CISO должен оценивать не столько технических характеристики приобретаемых продуктов (для этого у него подчиненные есть), сколько перспективы компании-производителя
🔮
, так как именно от них зависит будущее приобретаемого продукта. Вот поглотит ИБ-игрока вендор покрупнее и купленный продукт может исчезнуть из портфолио или поменять вектор развития или вообще перестать нормально развиваться. Нередкая практика, кстати
💡
Для российского рынка это не так актуально - у нас всего одна публичная компания в области ИБ (и парочка гибридных). Но кто знает, как оно все повернется в обозримом будущем?..
🤔
|
https://t.me/alukatsky/11720?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/alukatsky
| 2,900
| 0
| 1,730,979,182
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{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
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{
"id": 99340,
"name": "Пост Лукацкого",
"link": "https://t.me/alukatsky",
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https://t.me/alukatsky/11721?embed=1&mode=tme
| 32
|
На самом деле есть, как мне кажется, и еще одна причина ухода американских ИБ-компаний с фондового рынка
📉
Их же стали регулярно ломать всех, а это привлекает внимание Комиссии по ценным бумагам, которые начинает задавать неудобные вопросы топ-менеджменту компаний по поводу ее собственной защищенности, обману акционеров и инвесторов и т.п.
❓
Примеров-то становится все больше и больше. Вот и стараются ИБ-игроки таким образом минимизировать риски для себя, уходя в тень из под недремлющего ока SEC (U.S. Securities and Exchange Commission)
🔓
Тем интереснее слухи о продаже или поиске покупателей для некоторых ИБ-компаний:
1️⃣
SolarWinds - в октябре 2023-го
ходили
слухи об уходе с биржи
2️⃣
N-Able -
изучала
возможности продаться в мае 2024-го
3️⃣
Rapid7 - инвесторы
драйвят
продуже компани с лета 2024-го
4️⃣
Tenable -
ищет
потенциального покупателя с июля 2024-го
5️⃣
Trend Micro -
ищет
покупателя с августа 2024-го
6️⃣
Secureworks - ее владелец, Dell Technologies,
ищет
покупателя на актив с августа 2024-го
Для России последняя шестерка компаний не очень интересна (пока), но меня читают не только в РФ
📕
|
https://t.me/alukatsky/11721?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/alukatsky
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| 0
| 1,730,991,662
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{
"id": 1,
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https://t.me/cyberden_team/527?embed=1&mode=tme
| 32
|
Telegram устраняет критическую уязвимость в Android-версии
😱
Исследователи ESET
обнаружили
эксплойт нулевого дня EvilVideo, нацеленный на Telegram для Android. Уязвимость позволяла злоумышленникам распространять вредоносные файлы через каналы, группы и чаты Telegram, маскируя их под видеоролики.
📱
Эксплойт создавал вредоносные файлы, которые отображались как мультимедийные предварительные просмотры в Telegram. При попытке воспроизвести такое «видео», пользователю предлагалось установить вредоносное приложение, замаскированное под внешний плеер.
📱
Telegram оперативно отреагировал на сообщение об уязвимости и выпустил исправление в версии 10.14.5 от 11 июля 2024 года. Пользователям настоятельно рекомендуется обновить приложение до последней версии для защиты от потенциальных угроз.
#0day #Android #уязвимость #эксплуатацияуязвимости
@ZerodayAlert
|
https://t.me/cyberden_team/527?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/cyberden_team
| 1,700
| 0
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[
{
"ner": "Telegram",
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"label": "ORG",
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{
"ner": "Android",
"lemma": "Android",
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{
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] |
NEUTRAL
|
rus
|
SPAM
|
{
"length": 99,
"bad_words_count": 0,
"capslock_words_count": 1,
"ru": 0.90697676,
"eng": 0.093023255,
"other": 0,
"speech_parts_count": {
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}
}
| 1,497
|
{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
}
|
{
"id": 101018,
"name": "CYBERDEN | Хакинг и Кибербезопасность",
"link": "https://t.me/cyberden_team",
"source_id": 1,
"theme_ru": "none",
"theme_en": "none"
}
| true
|
|
https://t.me/cyberden_team/528?embed=1&mode=tme
| 32
|
CVE-2024-36971: невидимый убийца проникает в каждый Android-смартфон
🔓
Уязвимость нулевого дня
CVE-2024-36971
в Android связана с ошибкой использования памяти после ее освобождения в ядре Linux. Эта брешь
позволяет
злоумышленникам выполнять произвольный код без взаимодействия с пользователем на уязвимых устройствах.
💻
Google сообщает о признаках ограниченной целенаправленной эксплуатации уязвимости. Подобные уязвимости часто используются государственными APT-хакерами для атак на высокопрофильные цели.
🛡
В августе 2024 года выпущены обновления безопасности, устраняющие 46 проблем, включая
CVE-2024-3697
1. Пользователям настоятельно рекомендуется установить последние обновления для защиты своих устройств.
#Android #уязвимость #данныевопасности #ZeroDay
@ZerodayAlert
|
https://t.me/cyberden_team/528?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/cyberden_team
| 1,600
| 0
| 1,723,051,024
| 1,730,996,782
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},
{
"ner": "использования памяти",
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}
] |
NEUTRAL
|
rus
|
SPAM
|
{
"length": 88,
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| 1,349
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{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
}
|
{
"id": 101018,
"name": "CYBERDEN | Хакинг и Кибербезопасность",
"link": "https://t.me/cyberden_team",
"source_id": 1,
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| true
|
|
https://t.me/cybersec_academy/792?embed=1&mode=tme
| 32
|
Кейлоггеры и угонщики браузеров: что, как и почему?
👋
Приветствую в мире цифровой безопасности!
Сегодня поговорим о кейлоггерах и угонщиках браузеров.
⏺
Кейлоггеры
— опасный вредонос, который записывает каждое нажатие клавиши на вашей клавиатуре. Установить кейлоггер так то не очень уж сложно: он часто прячется в пиратском ПО, скачанном из подозрительных источников, или может активироваться после перехода по вредоносной ссылке.
⏺
Кейлоггеры используют компании для шпионажа, конкуренты — для промышленного шпионажа, и даже обычные мошенники, чтобы заполучить данные о банковских картах.
⏺
Угонщики браузеров вообще-то не менее опасны.
Они захватывают ваш браузер и перенаправляют вас на фальшивые страницы, подсовывают рекламу и даже меняют вашу домашнюю страницу.
⏺
И по сути, все ваши действия в интернете становятся "достоянием" злоумышленников, а иногда угонщики могут и собирать важные данные, как номера карт и пароли. Эти вирусы попадают в систему через сомнительные расширения того же браузера и не только.
ZeroDay
| #атака #кейлоггер
|
https://t.me/cybersec_academy/792?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/cybersec_academy
| 2,300
| 0
| 1,730,909,226
| 1,730,996,782
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https://t.me/cybersec_academy/793?embed=1&mode=tme
| 32
|
🔥
Курс по
Цифровой Криминалистике
от Академии Кодебай!
Что будет на курсе?
🌟
Решение задач, основанных на APT-отчетах
🌟
Работа с opensource инструментами на протяжении полного цикла реагирования на инциденты
🌟
Поиск и анализ артефактов, оставленных хакерами и их вредоносным ПО
Для кого создан этот курс?
🔸
для аналитиков 1, 2 и 3 линий SOC
🔸
для для начинающих DFIR и Red Team специалистов
🔸
для организаций — повысить квалификацию сотрудников в сфере реагирования на КИ и форензики ОС семейства UNIX
🗓
Старт: 25 ноября
🚀
Пишите нам
@Codeby_Academy
или узнайте подробнее о курсе
здесь.
|
https://t.me/cybersec_academy/793?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/cybersec_academy
| 1,400
| 0
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[
{
"ner": "Академии Кодебай",
"lemma": "академия кодебай",
"label": "ORG",
"start_pos": 37,
"end_pos": 53
},
{
"ner": "🔸",
"lemma": "🔸",
"label": "LOC",
"start_pos": 305,
"end_pos": 306
},
{
"ner": "SOC",
"lemma": "soc",
"label": "ORG",
"start_pos": 337,
"end_pos": 340
},
{
"ner": "Red Team",
"lemma": "red team",
"label": "ORG",
"start_pos": 369,
"end_pos": 377
},
{
"ner": "🔸",
"lemma": "🔸",
"label": "LOC",
"start_pos": 391,
"end_pos": 392
},
{
"ner": "25 ноября",
"lemma": "25 ноября",
"label": "DATE",
"start_pos": 511,
"end_pos": 520
},
{
"ner": "1",
"lemma": "1",
"label": "NUM",
"start_pos": 322,
"end_pos": 323
},
{
"ner": "2",
"lemma": "2",
"label": "NUM",
"start_pos": 325,
"end_pos": 326
},
{
"ner": "3",
"lemma": "3",
"label": "NUM",
"start_pos": 329,
"end_pos": 330
}
] |
NEUTRAL
|
rus
|
NOT SPAM
|
{
"length": 95,
"bad_words_count": 0,
"capslock_words_count": 7,
"ru": 0.93798447,
"eng": 0.062015504,
"other": 0,
"speech_parts_count": {
"adj": 4,
"verb": 7,
"pron": 3,
"num": 4,
"noun": 27,
"adv": 2,
"punct": 8
}
}
| 1,037
|
{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
}
|
{
"id": 99597,
"name": "ZeroDay | Кибербезопасность",
"link": "https://t.me/cybersec_academy",
"source_id": 1,
"theme_ru": "none",
"theme_en": "none"
}
| true
|
|
https://t.me/cybersec_academy/794?embed=1&mode=tme
| 32
|
Работа файрвола поэтапно
1️⃣
Запрос отправлен
: Клиент делает запрос к серверу (например, хочет открыть сайт или получить данные из базы). Запрос вступает на поле, где его ждет целый комплекс проверок.
2️⃣
Путь через сеть
: Запрос двигается по сети, но в любой момент может столкнуться с барьерами безопасности.
3️⃣
Столкновение с фаерволом
: Запрос встречает первую линию обороны — файрвол. Это по сути, как пограничный контроль, который отсеивает все подозрительное по дороге к серверу.
4️⃣
Жёсткий отбор
: Фаервол применяет правила фильтрации — проверяет IP, порты, протоколы, и даже заглядывает в содержимое. Если хоть одно из правил нарушено, запрос тут же "разворачивают".
5️⃣
Проходной этап
: Запрос, прошедший все проверки, получает разрешение на дальнейшее движение. Если же он не прошел отбор — файрвол блокирует его сразу же.
6️⃣
Доступ к серверу
: Если запрос дошел до сервера, сервер его обрабатывает и формирует ответ.
7️⃣
Ответный контроль
: Прежде чем ответ клиента достигнет, он снова проходит фаервол. Это уже финальная проверка, чтобы ничего подозрительного не утекло.
ZeroDay
| #безопасность
|
https://t.me/cybersec_academy/794?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/cybersec_academy
| 821
| 0
| 1,730,991,721
| 1,730,996,782
|
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https://t.me/gis_cybersec/3012?embed=1&mode=tme
| 32
|
Второй день SOC Forum 2024 в самом разгаре
🔥
Вчера
Николай Нашивочников
, заместитель генерального директора, технический директор компании «Газинформсервис», принял участие в сессии «
MSSP SOC для госкорпораций: вызовы и решения
», в рамках которой эксперты обсудили актуальные и неоднозначные вопросы построения SOC и применимость услуг MSSP-провайдеров.
А сегодня приглашаем вас посетить выступление наших экспертов:
⏺
7 ноября в 14:30
Наши эксперты
Яна Заковряжина
и
Дмитрий Овчинников
в своем докладе «
За пределами подозрений: поведенческая аналитика как средство против внутренних угроз
» расскажут о том, как поведенческая аналитика помогает выявить внутренние угрозы и как машинное обучение способствует в борьбе с вирусами-шифровальщиками.
И напоминаем, наши эксперты ждут всех на стенде B7, чтобы рассказать, как полностью импортонезависимое ПО может повысить уровень информационной защищенности бизнеса. До встречи на
SOC Forum 2024
!
#gis_участвует
|
https://t.me/gis_cybersec/3012?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/gis_cybersec
| 620
| 0
| 1,730,973,633
| 1,730,996,782
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🎙
Онлайн-конференция AM Live на тему «Российские системы управления базами данных (СУБД)» пройдет уже завтра, 8 ноября в 11:00. В ней примет участие наш эксперт
Юрий Осипов
, менеджер по продукту СУБД Jatoba.
На эфире AM Live вы узнаете, какие отечественные альтернативы существуют для Oracle Database, Microsoft SQL Server и других популярных зарубежных систем управления базами данных (СУБД), а также какие преимущества дает миграция на отечественные СУБД.
На какие критерии ориентироваться при выборе оптимальной российской СУБД? И как отечественные решения могут повысить безопасность данных, эффективность бизнес-процессов и выполнить требования регуляторов? Об этом и не только поговорят приглашенные эксперты.
Узнать больше информации и зарегистрироваться можно
здесь.
#gis_участвует #jatoba
|
https://t.me/gis_cybersec/3013?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/gis_cybersec
| 536
| 0
| 1,730,980,918
| 1,730,996,782
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[
{
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},
{
"ner": "Юрий Осипов",
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},
{
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NEUTRAL
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rus
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NOT SPAM
|
{
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| 1,405
|
{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
}
|
{
"id": 100079,
"name": "GIS о кибербезопасности",
"link": "https://t.me/gis_cybersec",
"source_id": 1,
"theme_ru": "none",
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| true
|
|
https://t.me/haccking/11382?embed=1&mode=tme
| 32
|
FalconHound
#AD #BlueTeam #SIEM #полезное@haccking
FalconHound — это инструмент синей команды, который позволяет использовать и усилить мощь BloodHound. Предназначен для использования в сочетании с SIEM или другим средством агрегирования журналов.
Ссылка на презентацию.
Ссылка на инструмент.
LH
|
Новости
|
Курсы
|
Мемы
|
https://t.me/haccking/11382?embed=1&mode=tme
|
https://t.me/
|
https://t.me/s/haccking
| 2,600
| 0
| 1,730,966,279
| 1,730,996,782
|
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{
"ner": "Курсы",
"lemma": "Курсы",
"label": "ORG",
"start_pos": 308,
"end_pos": 313
}
] |
NEUTRAL
|
rus
|
NOT SPAM
|
{
"length": 43,
"bad_words_count": 0,
"capslock_words_count": 4,
"ru": 0.8730159,
"eng": 0.12698413,
"other": 0,
"speech_parts_count": {
"adj": 2,
"verb": 4,
"pron": 1,
"num": 0,
"noun": 15,
"adv": 0,
"punct": 10
}
}
| 526
|
{
"id": 1,
"name": "Telegram",
"link": "https://t.me/"
}
|
{
"id": 99087,
"name": "Life-Hack - Жизнь-Взлом",
"link": "https://t.me/haccking",
"source_id": 1,
"theme_ru": "none",
"theme_en": "none"
}
| true
|
End of preview. Expand
in Data Studio
Description in English:
Dataset collected from 30 Russian-language Telegram news channels on the topic Cybersecurity,
collected and marked up automatically using the Scoutie data collection and marking service.
Try Scoutie and collect the same or another dataset using the link.
Dataset fields:
taskId - task identifier in the Scouti service.
text - main text.
url - link to the publication.
sourceLink - link to Telegram.
subSourceLink - link to the channel.
views - text views.
likes - for this dataset, an empty field (meaning the number of emotions).
createTime - publication date in unix time format.
createTime - publication collection date in unix time format.
clusterId - cluster id.
vector - text embedding (its vector representation).
ners - array of identified named entities, where lemma is a lemmatized representation of a word, and label is the name of a tag, start_pos is the starting position of an entity in the text, end_pos is the ending position of an entity in the text.
sentiment - emotional coloring of the text: POSITIVE, NEGATIVE, NEUTRAL.
language - text language RUS, ENG.
spam - text classification as advertising or not NOT_SPAM - no advertising, otherwise SPAM - the text is marked as advertising.
length - number of tokens in the text (words).
markedUp - means that the text is marked or not within the framework of the Skauti service, takes the value true or false.
Описание на русском языке:
Датасет собранный из 30 русскоязычных новостных Telegram каналов на тему Кибербезопасности,
собранный и размеченный автоматически с помощью сервиса сбора и разметки данных Скаути.
Попробуй Скаути и собери такой же или другой датасет по ссылке.
Поля датасета:
taskId - идентификатор задачи в сервисе Скаути.
text - основной текст.
url - ссылка на публикацию.
sourceLink - ссылка на Telegram.
subSourceLink - ссылка на канал.
views - просмотры текста.
likes - для данного датасета пустое поле (означающее количество эмоций).
createTime - дата публикации в формате unix time.
createTime - дата сбора публикации в формате unix time.
clusterId - id кластера.
vector - embedding текста (его векторное представление).
ners - массив выявленных именованных сущностей, где lemma - лемматизированное представление слова, а label это название тега, start_pos - начальная позиция сущности в тексте, end_pos - конечная позиция сущности в тексте.
sentiment - эмоциональный окрас текста: POSITIVE, NEGATIVE, NEUTRAL.
language - язык текста RUS, ENG.
spam - классификация текста, как рекламный или нет NOT_SPAM - нет рекламы, иначе SPAM - текст помечен, как рекламный.
length - количество токенов в тексте (слов).
markedUp - означает, что текст размечен или нет в рамках сервиса Скаути принимает значение true или false.
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