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Н Новости

Вызовы для DevOps в сфере поддержки ML-проектов

Привет!
Коротко о себе:

Мой опыт в разработке ПО насчитывает порядка 18 лет, и 6 из них пришлись на работу в качестве Data Scientist. За это время я прошел путь от научного работника, аналитика данных, дата-сайентиста до Chief Data Scientist в банке. Сейчас я работаю в Синимекс, мы занимаемся разработкой ИТ-систем для бизнеса.

В этой статье я бы хотел обозначить и обратить внимание сообщества на проблемы, а также побудить коллег по Data Science инженерии подключиться к инициативе развития MLOps, чтобы совместными усилиями улучшать IT- ландшафт.

Если проводить аналогию, каждый Data Science проект можно представить как нежный росток, из которого требуется вырастить большое цветущее дерево.

Как садовник использует для ухода за растениями различные инструменты, так и MLOps инженер использует ML и MLOps инструменты для того чтобы команда смогла прийти к конечному результату. Всего на рынке существует около 300 различных ML-инструментов для интеграции. Это достаточно серьёзное количество, и серьезный вызов для инженеров по выбору наилучшего технологического стека. Невозможно опробовать каждый, поскольку с каждым из них нужно разобраться и найти свое применение.

ML-инструменты

Однако для того, чтобы разобраться в вопросе, можно попробовать все доступные инструменты отсортировать или сгруппировать тем или иным образом. Ниже представлен один из способов сортировки, связанный с функциональностью инструментов.

Сортировка инструментов по функциональности

Другой из возможных вариантов группировки MLOps-инструментов — это сортировка по этапам развития DS-проекта:

Сортировка по этапам развития DS-проекта

Часто инструменты не удовлетворяют всем требованиям и нуждам DS-
разработки, которая в настоящее время бурно развивается. Разработчикам приходится настраивать, менять, выбирать определенную область применения и создавать свой собственный стек, который подходит для решения задач конкретной компании.

Что такое MLOps?

Термин MLOps был озвучен на тематических конференциях и в профессиональных кругах в 2018 году и представляет собой сочетание машинного обучения (ML) и практик непрерывной разработки (DevOps). MLOps — это набор практик, нацеленных на надежное и эффективное развертывание и поддержание моделей машинного обучения в промышленной среде.

С 2017 года по 2020 год в сфере машинного обучения наблюдался удвоенный рост как тестовых, так и реализованных, т. е. вышедших в production, проектов. Однако большинство, около 88% этих проектов не преодолевали этап тестирования и не доводились до стадии production. С другой стороны, организации, которые смогли внедрить такие AI и ML-проекты, смогли увеличить рентабельность на 3-15%. Тут можем сделать вывод, что необходимо внедрять технологии, которые позволят бесшовно и внедрять AI и ML-решения.

В 2019 году перспективы рынка ML-решений оценивались приблизительно в 23 миллиарда долларов, а ожидаемый объем рынка в 2025 году — 126 миллиардов долларов, что делает эту область еще более интересной и перспективной.

Жизненный цикл ML-проекта

Жизненный цикл ML-проекта, как правило, включает шесть этапов:

Анализ бизнеса
Исследование
Обучение модели
Тестирование прототипа
Развертывание модели
Сопровождение

Задачи этапов жизненного цикла ML/DS-проекта

На рынке мало инструментов, которые покрывают весь жизненный цикл проекта и всегда приходится что-то достраивать. В качестве примеров таких End2End инструментов можно привести следующие и их краткие характеристики:

1. Databricks — ускоряет разработку ML через весь жизненный цикл проекта

2. Microsoft Azure — упрощает и ускоряет жизненный цикл ML

3. Kubeflow — ускоряет жизненный цикл ML при помощи контейнеризированных DS-инструментов

Рассмотрим каждый из этапов жизненного цикла ML-проекта отдельно.

Анализ бизнеса

Анализ бизнеса можно сравнить с зернышками, из которых мы стремимся вырастить наше прекрасное цветущее дерево.

Анализ бизнеса

С точки зрения Data Science и развития проекта на этом этапе важно правильно и четко сформулировать бизнес-гипотезы, чтобы сформировать ТЗ на разработку для дата-сайентистов. Очень важно сравнивать различные бизнес-гипотезы с учетом результатов, получаемых в результате развития DS-проекта. Во избежание хаоса лучше все документировать, например, Confluence и Wiki.

На этом этапе мы задействуем заказчика и исполнителя, т.к. формируем тех метрики и правила, которыми мы будем руководствоваться при обучении нашей модели. Очень часто бизнес предлагает свое видение, которое может меняться с учетом предлагаемых нами инициатив. Это может приводить к появлению дополнительного ТЗ, и такой "пинг-понг" может длиться достаточно долго. При взаимодействии с бизнесом необходимо учитывать несколько важных аспектов:

Во-первых, компании необходимо обладать компетенциями, чтобы оценивать DS-проект, в том числе чтобы провести первоначальный анализ и определить, решаема ли поставленная задача с точки зрения ML.
Во-вторых, бизнес должен понимать, что на первоначальный анализ необходимо потратить некоторые ресурсы и деньги. Чтобы этот процесс не был хаотичным, необходимо определить бюджет первоначального анализа и учитывать его при определении срока анализа. По нашему опыту, разведочный анализ может занимать около двух недель, после чего необходимо выкатывать модель, отказываться от проекта или инициировать какой-то другой проект.

Исследование

Этап исследования можно сравнить с этапом проращивания зерен для нашего цветущего дерева.

Исследование

Важно, чтобы дата-сайентисты располагали гибким инструментарием, позволяющим быстро проводить исследование и эксперименты без какой-либо настройки.
Необходимо документировать результаты исследований, чтобы к ним было удобно обращаться, например, сравнивать результаты бизнес-гипотез и делиться ими с коллегами.
Процесс исследования должен быть выстроен. Важно поддержать один из существующих процессов разработки, например LeanDS, который позволяет всё организовать. Для этих целей можно использовать Jira, Miro, Trello и т. д.

Помимо моделирования и подходов к моделированию, необходимо поработать с данными. На старте DS-проекта приходится обрабатывать большой объем данных, необходимых для реализации проекта. На рынке уже доступно много платных фреймворков и open-source решений, которые позволяют создавать систему управления данными: ведут реестры источников, обеспечивают визуализацию, контролируют качество данных и позволяют конструировать витрины. При этом мало какие решения поддерживают такую важную функцию, как версионирование выгрузок, которая позволяет понимать, на каких данных мы построили модель, а также связывать с ними различные версии модели. Эти два компонента и есть тот уникальный продукт, который мы впоследствии можем предоставить.

Обучение модели

1. Первый шаг в обучении модели- разметка данных. Данные должны быть особым образом обработаны, например, изображениям должны быть присвоены метки, которые обозначают соответствующие предметы на нем. Этот процесс трудоемкий и занимает много времени. Чтобы получить качественную модель и обучить ее, данные необходимо проредить (создать подвыборки). Для этого нам необходимы фреймворки и средства, обеспечивающие беспрепятственное развитие проекта, а именно средства коммуникации с людьми, которые будут проводить разметку данных. Такие специалисты могут быть менее квалифицированы, и их можно привлечь со стороны, однако до них необходимо четко донести, как именно нужно работать с данными.

Средства для развертывания сервиса разметки могут включать разные решения, например, решение CVAT, которое может быть развернуто on-premise. За работой развернутого решения необходимо следить и поддерживать его работоспособность, и именно в этот момент и возникают вызовы для DevOps. Можно также воспользоваться облачными сервисами, например, Yandex Toloka или Amazon MTurk. При использовании облачных сервисов важной задачей является контроль расходов.

Обучение модели

2. Формирование кода для обучения моделей. На этом этапе важно предоставить дата-сайентистам возможность использовать привычные и удобные инструменты, например Jupyter, VSCode или PyCharm, т. е. среды разработки. Как и в процессе обычной разработки программного обеспечения, необходима возможность версионировать код и, в особенности, версионировать данные, т. е. каждой версии кода должна соответствовать версия данных, поскольку именно это создает дает модель, которую мы обучаем.

3. Масштабирование обучения. Обучение модели не всегда возможно на одной машине, поэтому обучение необходимо масштабировать. По этой причине возникает потребность в создании локальных или облачных вычислительных кластеров, а также необходимость в решении сопутствующих задач, таких как изоляции ресурсов, масштабировании ресурсов по RAM, CPU, GPU, HDD и окружению ОС.

При переезде с локальных машин на кластер, например OpenStack, дата-сайентист получает рабочую станцию, которая является тонким клиентом, и возможность выхода в облако, где разворачивается рабочая среда с необходимыми ресурсами, которыми не всегда располагают локальные системы. Кроме этого, в облаках решается проблема изоляции экспериментов, и дата-сайентисты располагают достаточным количеством ресурсов и не мешают друг другу.

Обучение модели

4. Трекинг экспериментов и активное обучение. При обучении модели необходимо учитывать много различных дополнительных параметров, например, количество подстраиваемых переменных или переменных управляющих ходом обучения. И различные комбинации значений параметров определяют отдельные эксперименты, в рамках которых запускается обучение, получаются результаты. Таких экспериментов могут быть тысячи. Поэтому необходимо логирование и визуализация результатов экспериментов, чтобы можно было выбрать более удачные эксперименты.

5. Дополнительно можно развернуть сервис активного обучения/дообучения, который позволяет сократить объемы датасетов и выбрать из них только самые информативные примеры, которые привносят в модель наибольшее количество информации.

Обучение модели

ПРОМ-тестирование

Как правило, ПРОМ-среда не адаптирована под эксплуатацию каких-либо моделей. Для адаптации среды необходимо:

настроить потоки данных, которые заходят на модель различными способами:
- пайплайны обработки данных (батч-потоки, шины данных, брокеры сообщений, потоки request-response);
- контроль по времени обработки запросов (real-time или отложенная обработка).
завести петлю обратной связи от окружающей среды в базу данных, т. е. получать результаты предсказаний, с которыми работала модель (например, получение кредита и его погашение в связи с предложением взять кредит).
привязать полученные результаты к используемой версии модели, чтобы иметь возможность оценить ее качество в будущем.

Методы тестирования прототипа для оценки качества дообученной модели

Чтобы оценить качество новой модели, можно использовать исторические данные. Недостатком такого подхода является так называемый “эффект сдвига данных”, который искажает качество. Поскольку меняется не только среда, а еще люди и их приоритеты, модель, откалиброванная на отложенных данных, может некачественно работать в реальности.
Можно создать систему бэк-тестирования, например, смоделировать среду с изменяемыми параметрами, в которой можно получать разные варианты ответов. Однако такая система бэк-тестирования также не гарантирует того, что реальная среда будет себя вести таким же образом, то есть это не спасает от переобучения модели на тестовой выборке.
Поэтому, лучше всего тестировать модель на «живых» данных (онлайн), т. е. в проде. Именно тестирование на «живых данных» можно считать качественным. При этом вопросы защиты персональных данных и, например, соответствия требованиям GDPR снимаются путем информирования пользователя о том, для чего собираются данные, и обеспечения соответствия фактического использования заявленной цели сбора данных.

Тестирование на живых данных

• Теневое развертывание (Shadow Deployment)

Теневое развертывание предусматривает выкатку модели на ПРОМ-данных и сверку получаемых результатов с результатами какой-либо старой модели.

Разворачиваем новую модель.
Дублируем трафик на новую модель.
Записываем предсказания, но не отдаем клиенту.
Анализируем, ошиблась ли модель.

Недостатком такого подхода является тот факт, что мы удваиваем затраты на эксплуатацию, поскольку используем две модели, одна из которых не используется в проде. Кроме того, мы выкатываем новую модель с опозданием из-за необходимости накопить статистику. Необходимо также учитывать смещение выборки, т. е. эффект, при котором старая и новая модель дают разные рекомендации. Проверить правильность рекомендаций новой модели (selection bias), как и оценить результаты несоответствия рекомендаций старой и новой моделей невозможно.

• Пробный релиз (Canary Release)

Чтобы исправить недостатки теневого развертывания, можно развертывать модель сразу в ПРОМ (пробный релиз), т. е. направить небольшую часть трафика на модель и попытаться использовать ее в ПРОМ. Это позволяет «поймать» грубые ошибки и отладить модель, поскольку такое применение демонстрирует, как модель ведет себя в промышленности. Пробный релиз полезно использовать перед A/Б-тестом или вместо него, если изменения небольшие.

• А/Б-тестирование

Для проведения А/Б-тестирования мы разворачиваем в проде две модели: А и Б (новая модель) и направляем на каждую модель рандомную часть трафика, после чего сравниваем полученные результаты.

Проблема этого подхода заключается в рандомизации трафика и недостаточной статистической мощности (т.е. объеме выборки). Даже такие гиганты, как Yandex или Google, жалуются, что не могут провести все эксперименты из-за нехватки трафика (мощности выборки).

https://www.algorithmicmarketingbook.com/, https://hbr.org/2017/09/the-surprising-power-of-online-experiments

Чередование (Interleaving)

https://netflixtechblog.com/interleaving-in-online-experiments-at-netflix-a04ee392ec55

Чтобы исправить ситуацию, можно использовать модель, которая позволяет демонстрировать результаты одновременно двух моделей, например модель рекомендаций, которая позволяет оценить, рекомендации какой именно модели выберет клиент.

«Многорукие бандиты»

Последний шаг развития с точки зрения развертывания и тестирования модели — использование «многоруких бандитов». Эта теория появилась в 70-х годах, когда пытались максимизировать прибыль от игровых автоматов, рассчитать и максимизировать ожидаемую математическую вероятность выигрыша на том или ином автомате.

В рамках этого подхода мы разворачиваем в ПРОМ несколько моделей и направляем на них трафик в случайном порядке. Чем лучше работает модель, тем больше трафика на нее направляется. Худшие модели убираются или получают меньший объем трафика. В результате мы получаем больше денег от использования тех моделей, которые показывают лучшие результаты в ПРОМ. Преимуществом такого подхода является быстрое переключение на новую модель, а недостатком — сложность по сравнению с А/Б-тестированием.

При этом, проводя A/Б-тестирование или используя подход многорукого бандита, мы работаем с моделью на своей клиентской базе. Благодаря этому мы начинаем сразу эксплуатировать модель, не дожидаясь статистики или результатов, поскольку за это время модель уже может «протухнуть» и ее нельзя будет использовать в производстве.

При использовании данного подхода проводится оценка, какая из моделей (из развернутых в проде) в процессе эксплуатации приносит больше денег. Именно на эту модель начинаем направлять больше клиентов.

Deploy и промышленная эксплуатация

После тестирования релиза начинается развертывание и промышленная эксплуатация, в этот момент наша идея начинает приносить какие-то реальные деньги и давать свои плоды.

Сопровождение

Последний, но не менее важный этап, — сопровождение.

Именно на этом этапе дата-сайентистам необходимо мониторить риск эксплуатируемой модели.

Из-за изменения среды и предпочтений качество предсказаний может со временем деградировать (сдвиг данных). Необходимо мониторить смещение качества, т.к. эксплуатировать в ПРОМ некачественную модель бессмысленно.
Нужно уметь определять критические пороги для метрик качества входящих данных и самой модели, а также иметь механизмы взаимодействия с командой дата-сайентистов, которые будут заново обучать существующие и создавать новые модели для данного домена.

С учетом изменений проводится дообучение или перемоделирование.

Возможно переобучение модели по запросу. Например, инженеры, отслеживающие качество модели, заметив деградацию качества, направляют запрос в DS-отдел, который выполняет переобучение модели.
Более результативным вариантом является обучение модели по расписанию с учетом сроков возможной деградации. В этом случае дата-сайентисты делают работу, которую можно автоматизировать.
Следующим этапом развития этого процесса является автоматизация оценки качества эксплуатируемой модели и автоматизация обучения. Например, обучение может начинаться по какому-либо триггеру, такому как время, качество модели или накопленный объем исходных данных.

Выводы

Область MLOps является еще достаточно молодой, и в ней до сих пор не существует единого золотого стандарта. На данный момент в MLOps присутствует множество разрозненных инструментов, покрывающих только часть проблем, и очень мало готовых End2End решений, особенно в open-source. Проблематика ее развития остается актуальным и перспективным направлением в Data Science. Будем надеяться, что и в этой области знаний в скором времени появятся свои best practices.

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12 июл. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
00:39 [email protected]

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09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.