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Н Новости

Ищем потерявшихся питомцев с помощью нейросетей

Представьте себе, ваш питомец вдруг ~~сбежал~~ отправился в увлекательное путешествие по соседским дворам. Паника, нервы, поиски, бумажные объявления... И хорошо, если ваш пушистик чипирован, но ведь о таком заботятся не все. Можно пойти шерстить порталы с потеряшками, но где искать? Как они работают? Тот еще квест! Хотелось бы автоматизировать этот поиск и здесь как нельзя кстати подойдут нейросети. Мы обучили сеточки для детектирования и распознавания мордочек, которые могут стать основой для удобного сервиса поиска потерявшихся животных.

Мы запилили удобного демо-бота с этими сеточками, он называется FindPet. И теперь с удовольствием представляем его вам и рассказываем, как мы его создавали.

Позвольте представиться, меня зовут Трофимова Оля, я специалист по машинному обучению в команде распознавания лиц компании NtechLab. Мы в компании давно и успешно занимаемся исследованиями в области искусственного интеллекта, преимущественно связанными с компьютерным зрением. Особенно хорошо компания известна своей технологией распознавания лиц и мы даже можем утверждать, что собаку съели на этой задаче. Мы отлично умеем работать с лицами людей и не раз занимали первое место в авторитетном международном соревновании NIST (National Institute of Standards and Technology). И почему бы не применить наши знания к животным, у них ведь тоже лица!

А теперь о том, как работает наш демо-бот. Он поддерживает два действия: «загрузить мордочку в базу» (если вы потеряли пушистика) и «поискать мордочку в базе» (если вы нашли пушистика). В первом случае вместе с фотографией питомца вы можете оставить имя и контакт (используйте любые, мы их все равно не сохраняем — ПД), чтобы нашедший вашего «искателя приключений» смог с вами связаться. Во втором случае бот сравнивает загруженное фото с базой пропавших питомцев и показывает карточку самого похожего питомца или сообщает о том, что такого питомца не нашел.

Порог сходства обученной модели составляет 70% (т. е. при сходстве выше 70% можно утверждать, что две фотографии принадлежат одному и тому же животному), но для бота мы снизили его до 60%, чтобы уж точно не пропустить потеряшку. Поэтому иногда, если вашего животного нет в базе, в выдаче может быть совсем другое животное, которое просто максимально похоже на ваше.

Что у бота под капотом?

Мы очень подробно рассказывали о том, как работает распознавание лиц, в нашей статье. В целом задача поиска пропавших питомцев сводится к двум основным нейросеткам: детектору и идентификатору мордочек. Сначала в своих экспериментах мы делили детектор на кошачий и собачий, но задумались: зачем усложнять? И сделали один общий класс «кошка или собака». Мы думали добавить нормализатор, который бы выравнивал мордочки и облегчал их распознавание, но победила лень, и мы решили, что можно сначала проверить, справится ли сетка без нормализатора, а потом уже по необходимости добавлять его (спойлер: добавлять не пришлось).

Обучение модели распознавания для мордочек питомцев ничем не отличается от обучения такой модели для человеческих ~~мордочек~~ лиц. Нам надо из входящей картинки получить вектор — закодированное представление мордочки, в котором будет содержаться вся необходимая для распознавания информация. Для получения таких векторов мы немного модифицировали архитектуру Res2Net. Вообще, большинство подобных задач решают с помощью ResNet‑подобных моделей. Они отлично справляются с кодированием информации и легко масштабируются, так как residual‑слои позволяют обучать очень глубокие модели и не терять важную информацию во время передачи признаков между слоями сети. Мы делали подходы к использованию других видов архитектур, например, трансформеров, но не смогли получить такие же хорошие результаты.

В качестве лосс‑функции мы использовали классический для задач распознавания CosFace, а метрикой качества выбрали TMR@FMR, про которую мы уже подробно рассказывали в нашей статье.

Мы провели несколько экспериментов: пробовали разные варианты препроцессинга данных, подбирали наиболее удачные параметры лосса, варьировали некоторые блоки и глубину нейросети (легкий вариант, соизмеримый с Res2Net50, и вариант потяжелее, соизмеримый с Res2Net100). Мы часто обучаем разные по «тяжести» сетки, т.к. иногда нам важна высокая точность, пусть даже ценой большего количества вычислительных ресурсов, а иногда важнее быстро получать результаты, и тогда высокой точностью можно пренебречь. На нашем тестовом датасете метрика TMR@FMR составила 92.77%. Но выбрать хорошую архитектуру — не самая важная часть процесса обучения нейросетей. На первом месте здесь, конечно же, данные.

Данные для обучения

Детектирование

Датасет для обучения детектора животных — это набор картинок и разметка к ним в виде координат области, содержащей в себе питомца. В интернете в свободном доступе можно найти очень большое количество датасетов с животными. Мы нашли несколько датасетов (например, раз, два) с разметкой именно мордочек, но основная часть датасетов содержит разметку животного целиком, что нам не подходило.

Решали мы эту проблему с помощью псевдоразметки. Сначала мы обучили детектор на имеющемся у нас датасете с «правильными» координатами мордочек и с его помощью разметили неразмеченные фотографии. Из этих фотографий мы выбрали те, где детектор был наиболее «уверен» в своих ответах. Мы объединили эти новые фотографии с первоначальным набором данных и на нем переобучили детектор. Во время такого итеративного процесса модель детектора учится на собственной разметке и со временем улучшается.

Тесты для оценки качества работы детектора должны быть очень сложными, максимально сложными! Именно такие мы подготовили. Вот вы можете найти здесь собак?

Первая версия нашего детектора с задачей справилась плохо:

И нам пришлось добавлять в качестве отрицательных примеров (фотографий без какой‑либо разметки) в обучающий датасет маффины, а заодно еще людей и мартышек.

Конечно же, помимо пары прикольных «чихуахуа vs маффины» квестов, мы использовали полноценные тестовые датасеты, составленные из изображений, не участвовавших в обучении. Всего тестовая выборка состояла из ~ 2000 фотографий кошек и собак.

Для оценки работы детектора в качестве метрики мы использовали [email protected] (mean Average Precision при Intersection over Union = 0.5) и [email protected]:0.95 (mean Average Precision при Intersection over Union из отрезка [0.5:0.95]). Финальными метриками нашего детектора кошек и собак были [email protected]:0.95 = 0.8888, [email protected] = 0.9948, и этот результат нас вполне устраивал.

Распознавание

Чтобы обучить сетку для идентификации, нужны не просто фотографии питомцев, а несколько размеченных фотографий одного и того же питомца, желательно с разным ракурсом, светом, может, даже возрастом, что‑то вроде того:

Здесь чем больше фотографий одной и той же мордочки, тем лучше. Но даже котик с единственной фотографией будет полезен в обучении, т. к. научит сетку не путать с ним другие мордочки из датасета. По количеству уникальных животных в датасете ограничений сверху также нет. Мы смогли найти несколько датасетов в интернете, но для хорошей точности этого было недостаточно, и мы стали думать, где бы взять фотки животных, сгруппированных по ID.

Нам нужно было два набора данных — большой набор для обучения и небольшой для тестирования нейросети. Найти достаточно большой датасет, не содержащий в себе ошибок разметки, — задача очень сложная, но главное, что она необязательная. Очевидные ошибки довольно просто отфильтровать (об этом подробнее будет ниже), а небольшое наличие оставшихся ошибок компенсируется большим размером датасета.

А вот для тестов нужен точно‑точно не содержащий ошибок набор данных, и автоматическая фильтрация тестового датасета крайне нежелательна.

Мы попробовали краудсорсинг. Разместили задание, в котором просили людей пофотографировать своих животных с разных сторон, люди такое делают бесплатно и с удовольствием каждый день, почему бы им немного не заработать на этом? Фотографий было много, но там, помимо кошек и собак, было что угодно, начиная с фоток стен и заканчивая мемами на турецком языке. Мы даже сделали отдельно небольшую сетку‑классификатор, чтобы отсеивать очевидный мусор, но в целом быстро поняли, что много данных мы так не соберем.

Параллельно мы запустили локальный краудсорсинг — создали чат на всех сотрудников компании, в котором попросили покидать фотки своих питомцев (мой самый любимый рабочий чат, честное слово).

Локально мы собрали пару тысяч фотографий животных, для обучения это не годилось, но для тестов — идеальный вариант! Чем более приближены фотографии в тестовом датасете к реальному домену, тем лучше, а здесь как раз люди фотографировали своих питомцев без четких инструкций на разные устройства в разных условиях.

А еще в сборе тестового датасета нам любезно согласился помочь приют для животных Дубовая роща. Поездка в приют — это прекрасный способ ~~хорошо провести время~~ быстро собрать данные, а что самое главное, качество такого датасета будет зависеть только от нас самих.

Так мы собрали отличный тестовый датасет из 10 тысяч фотографий полутора тысяч пушистиков.

Параллельно мы искали данные для обучения модели, и данных нужно было очень много. Мы нашли золото — сайт-агрегатор приютов и центров спасения животных Urgent Need for Pet Adoption — Find Dogs & Cats & More | Petfinder. Датасет прямо такой, как нужно: фотографии питомцев сгруппированы по отдельным карточкам, все отснято в разных условиях на разные устройства, даже есть данные о породе, поле и возрасте на случай, если мы решим когда‑то использовать это в поиске.

Наверное, вы скажете, что парсить чужие сайты без разрешения нельзя. И даже если там нет никакой защиты от скачивания, все равно нельзя. И мы с вами, конечно же, полностью согласны!

Так или иначе, мы смогли собрать достаточно большой датасет со структурой, как у Petfinder.

Фильтрация

Чтобы из набора фотографий составить датасет, мы прогнали их через наш детектор мордочек, и оставалось только «почистить» его. Самая распространенная проблема нашего датасета — это наличие нескольких питомцев на одном фото:

В датасете это выглядит как подписанные именем «Jensen and Hackles» фотографии мордочек разных кошек. Самый простой вариант решения такой проблемы — просто удалять ID, содержащие несколько животных на одной фотографии. Но это ленивый вариант на случай, если у вас огромный датасет и не страшно пожертвовать несколькими ID. В идеальном случае мы хотим как‑то понять, что это два разных животных, и сохранить их по отдельности как «Jensen and Hackles 1» и «Jensen and Hackles 2», как минимум мы хотим понять, чьих фотографий в этой папке больше, и оставить только его мордочку. Глазами это сделать несложно (почти всегда), но нам, конечно, надо автоматизировать этот процесс.

Для старта нам нужен хороший датасет, пусть даже и небольшой. Например, такой. На нем мы обучим нейросеть получать из фотографий мордочек векторы‑эмбеддинги — закодированные представления мордочек.

На следующем этапе прогоняем фотографии из нашего «грязного» датасета этой сеткой и для каждой мордочки получаем описывающий ее вектор‑эмбеддинг. На основании схожести (cosine similarity) этих векторов внутри каждого ID мы выделяем несколько кластеров с помощью DBSCAN с некоторым порогом схожести.

Поскольку мы не слишком доверяем сетке, обученной на малом количестве данных, то и порог задаем нестрогий. Можно попробовать подобрать хороший порог «в бою»: учим сетку на датасетах, отфильтрованных с разными порогами, а потом по лучшему бенчмарку выбираем лучший порог.

Второй этап фильтрации — поиск повторяющихся ID. Может случиться такое, что в датасете есть набор «Jensen and Hackles», а потом еще отдельно «Jensen» и «Hackles». Если оставить это как есть, то сетка будет учиться разделять «Jensen and Hackles» и «Jensen», что приведет к ошибкам в тестах. Чтобы этого избежать, надо как‑то сравнить между собой похожесть разных ID. Для этого мы будем сравнивать между собой центроиды — средний вектор‑эмбеддинг для каждого ID. Здесь, опять же, важно хорошо подобрать порог. Если схожесть двух центроидов выше некоторого порога — мы считаем, что там одно и то же животное, и тогда либо объединяем их, либо оставляем только тот ID, который содержит больше фотографий.

Конечно, это менее надежно, чем «ручная» разметка и фильтрация, зато это быстро и почти бесплатно! В датасете, скорее всего, останется некоторое количество ошибок, но если датасет достаточно большой, то сетка с этим справится.

В результате фильтрации у нас получился датасет из ~ 150 тысяч пушистиков, всего 500 тысяч фотографий. Мы решили, что для первой версии модели этого вполне достаточно.

Про проблемы

Самая большая проблема нашего демо-бота для тестирования — это малая наполненность базы. Когда вы ищете пушистика, бот попытается выдать вам карточку максимально похожего животного. Но если этого животного в базе нет, то бот вернет ближайшую по схожести мордочку, которая может принадлежать вообще другой породе (иногда и виду).

Мы могли бы поднять порог схожести для выдачи, но пока намеренно этого не делаем, чтобы точно‑точно не пропустить потеряшку.

У детектора иногда случаются проблемы с некоторыми мордочками в профиль: он их не видит, потому что таких фотографий в обучении было очень мало. В целом очевидно, что это «лечится» добавлением нужного домена в обучающий датасет, но мы пока ограничились просьбой к пользователям бота использовать фотографии, на которых животное смотрит прямо.

Поскольку выравнивать мордочки мы поленились, то при загрузке перевернутой фотографии сетка может отрабатывать некорректно. На скриншотах пример как раз такого поведения:

Если искать перевернутого котика, то находится такой же перевернутый, но другой котик (пусть даже и со схожестью ниже порога). А если котика правильно повернуть, то в базе тут же находится нужная карточка. Чтобы такого поведения избежать, ~~мы все же обучим выравниватель мордочек~~ бот при загрузке в базу просит пользователей использовать хорошие фотки:

P. S. Лучше всего подходят фото, где крупно и отчетливо видна мордочка животного.

А иногда животных реально очень сложно отличить, особенно часто это случается с черными котами. Ниже пример некорректной работы сетки (и мы ее понимаем).

Про планы

В целом наша модель уже показывает отличные результаты, но пространство для улучшений все еще есть. Сетку точно можно дообучить на большем количестве фотографий, чтобы повысить точность предсказаний. Еще один вариант улучшения — поиск в базе по нескольким фотографиям вместо одной.

Дополнительно мы планируем обучить несколько сеток атрибутов — для определения породы, возраста, а может быть, даже пола животных. Учитывание таких параметров в сравнении поможет реже ошибаться.

Если у вас есть идеи, пожелания или вопросы, то не стесняйтесь и смело делитесь ими!

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3 окт. 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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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
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]

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
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
02:19 briankennedy

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02:20 briankennedy

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