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Про ML по-серьёзному: что расскажут в докладах на I'ML

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Слова «доклад про ML/AI» могут звучать словно очередной рассказ про будущее, где вкалывают роботы, а не человек. Такое мы все уже слышали сто раз.

Но на нашей онлайн-конференции I'ML всё будет иначе:

  • Она рассчитана на тех, кто лично использует ML в проектах.

  • Она не о далёком будущем, а о вопросах, актуальных уже здесь и сейчас.

  • Она не об абстрактном («было бы здорово…»), а о конкретном: «как бороться с ML-галлюцинациями», «как рекомендовать размер одежды с помощью ML».

  • Она не о том, как «нейросети отберут работу», а наоборот: о ML-работе, которую нейросети нам дали.

  • В общем, она не для желающих просто пофантазировать, а для специалистов, желающих эффективно работать.

А что именно там будет? До конференции остался месяц, и мы представляем Хабру её программу:

Содержание

  • NLP (обработка естественного языка)

  • CV (компьютерное зрение)

  • MLOps

  • General ML

  • RecSys (рекомендательные системы)

  • Аналитика

  • ML-продукты

  • Заключение

NLP

Для нас аббревиатура NLP означает не «нейролингвистическое программирование», а совершенно другое: обработку естественного языка (natural language processing). Над чат-ботами теперь работает немало людей — что полезно знать в этой работе?

Обучение GigaChat с контекстом в сотни тысяч токенов

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Евгений Косарев

SberDevices

Обсудим, как GigaChat увеличил контекст модели до сотен тысяч токенов (дальше — больше) и как проверял качество получившейся модели. Евгений расскажет про плюсы и минусы разных подходов к ускорению модели и оптимизации использования памяти, а также объединит их в пайплайн — на котором обучался GigaChat — позволяющий обучать и использовать модели на контексте в сотни тысяч токенов и получать высокие показатели качества на LongBench.

Построение RAG-приложения с использованием YaGPT

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Кузьма Лешаков

Яндекс

Пройдемся по возможностям YaGPT и узнаем, как построить YaGPT-приложение на облачной инфраструктуре.

Галлюцинации в LLM: что это и как с ними бороться?

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Артем Ерохин

X5 Tech

Сейчас использование LLM — крайне горячая тема. Кто же не знает про ChatGPT? Но языковые модели все еще имеют особенности применения. Одна из таких особенностей — они «выдумывают». Это не плохо, скорее, особенность их работы. Но для применения в реальных проектах это может быть критично. Это значит, что нам нужны методы для детекции «галлюцинаций» LLM и методы борьбы с этим явлением. Об этом и будет доклад.

SAGE: мультиязычная коррекция орфографии и пунктуации

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Никита Мартынов

SaluteDevices

Никита расскажет о методологии для мультиязычной генеративной правки орфографии и пунктуации из статьи с EACL 2024.

Результат исследований — библиотека SAGE с открытыми весами предобученных трансформерных моделей для исправления орфографии и пунктуации, открытыми параллельными датасетами с ручной разметкой для исправления орфографии на русском языке и двумя алгоритмами аугментации на основе намеренного искажения правописания.

Синтез речи в Марусе: проблемы, успехи и неудачи

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Максим Галайко

VK

Максим расскажет про ряд проблем, с которыми команда столкнулась при разработке продакшен-системы синтеза речи, а также про успешные и неудачные попытки их исправить.

CV

Эту аббревиатуру мы тоже воспринимаем не так, как многие: на I'ML это не про резюме и прочие HR-дела, а про computer vision.

Active Learning для нейросетей компьютерного зрения в складской робототехнике

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Aлександр Тимофеев-Каракозов

Яндекс

Александр расскажет, как устроены жизни моделей на активно меняющихся доменах. Как Яндекс собирает данные для дообучения, дообучает, версионирует и тестирует сети. Особенности доменов и инструменты автоматизации, которыми пользуется спикер.

Компьютерное зрение в Wildberries: поиск товара по фотографии и детекция «главного» объекта

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Степан Евстифеев

Wildberries

В Wildberries есть множество алгоритмов, которые помогают пользователю найти нужный товар из миллионов существующих: поисковый индекс по тексту и различные рекомендательные системы. Но что, если пользователь хочет найти товар только по фото из телефона? На помощь приходят алгоритмы поиска по изображению! Вам расскажут, как они работают, как это реализовано в Wildberries и какие получились результаты.

Обсудим решение проблемы выделения «главного товара» на фотографии с помощью современных детекторов.

ML для видеоконференций SberJazz: deep dive в разработку моделей замены фона

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Дмитрий Балиев

SberDevices

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Давид Нурдинов

SberDevices

Дмитрий и Давид расскажут, как разрабатывали модели замены фона для платформы видеоконференций SberJazz.

Перед ними стояла задача ощутимо улучшить качество моделей по сравнению с доступными открытыми решениями, будучи существенно ограниченными в вычислительных ресурсах из-за необходимости запускать модели в веб-браузерах на обычных ноутбуках пользователей.

Вы узнаете, за счет чего спикеры уменьшили архитектуру, не теряя качество; какие результаты получили, применяя такие общеизвестные подходы, как дистилляция, прунинг и квантизация моделей.

MLOps

В ML важно не только непосредственное обучение моделей, но и вся сопутствующая инфраструктура: например, как эффективнее доставлять в продакшен всё обученное? И об этом речь тоже пойдёт.

Жизненный цикл ML-модели с помощью ClearML

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Владимир Кочетков

Как с помощью мощной платформы ClearML организовать ML-эксперименты, запускать их и ставить в очередь. Как организовать обработку, хранение и версионирование датасетов. Все это позволяет легко и удобно проверять множество гипотез с сохранением всевозможной информации.

Управление жизненным циклом модели через Jira

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Евгений Захарин

Циан

В настоящий момент в Циан более 70 ML-моделей. В Циан используются автоматизированные пайплайны внесения изменений в код ML-моделей, доставки моделей в прод, регулярного переобучения по расписанию через Airflow. Но, конечно, так было не всегда. Из доклада вы узнаете, как в Циан устроен жизненный цикл работы с моделями и пайплайнами обработки данных через Jira, как это упростило и ускорило работу с моделями.

Тот самый ANN! Выбираем самую быструю и оптимальную базу для векторного поиска

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Антон Воронов

Оператор Газпром ИД

Рассмотрим проблему применения моделей машинного обучения для поиска схожих векторов. Нас интересует:

  • база: какая быстрее и производительнее;

  • дополнительные функции, которые могут потребоваться для боевых задач: где и какие;

  • открытый бенчмарк и его результаты.

Можно использовать любую базу, которая поддерживает ANN Search. Но мы пройдемся по подводным камням реального продакшена, где такой поиск нужен бизнесу.

Как небольшой компании запустить MLOps

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Игорь Терехин

Napoleon IT

Игорь раскроет, что такое MLOps в контексте небольших компаний (100–300 человек). Как начинали, что делали и какие минимальные действия уже могут оказать влияние на скорость релиза решения с ML. Он поделится советами, что делать не стоит и почему. К чему пришли в плане автоматизации и итоговой архитектуры, которую можно внедрять и уже получать профит.

В конце он покажет роадмап по кварталам для создания своей MLOps-инфраструктуры, чтобы заводить ее без надрыва. В нем будет оценка ресурсов, подводных камней и прозрачности итогового результата.

General ML

Про машинное обучение «в целом».

Ищем релевантные признаки из сотен источников для любой модели

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Валерия Дымбицкая

Upgini

Итак, вы хотите использовать внешние данные для обучения. Как найти нужные? Можно опираться на метаданные датасетов... и потом погрузиться в работу по очистке данных и в эксперименты. И может случиться так, что с виду хороший датасет совсем не подходит для вашей задачи.

А если иначе? В Upgini делают сервис, который упрощает этот процесс до одного вызова open-source библиотеки. Каков путь от эталона и сотен источников до фич, повышающих GINI? Какие ловушки подстерегают, когда из тысяч признаков нужно выбрать оптимальный набор? И при чем тут LLM? Обо всем этом Валерия расскажет в докладе.

Мир банкоматов, или Как мы оптимизируем инкассации

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Артем Махин

Тинькофф

Артем расскажет про мир банкоматов: как они устроены, где банк теряет деньги и где может заработать, как в Тинькофф оптимизируется прибыль с помощью планирования инкассаций. Разберем путь от бизнесовой постановки проблемы до нескольких версий решения с помощью ML.

ML на Big Data — правда или вымысел?

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Дмитрий Бугайченко

Сбер

В рамках мастер-класса поговорим о том, почему с ML на стеке технологий Big Data все непросто и какие есть опции. На примере разберем работу с пайплайнами Spark ML, поинженерим фичи, попробуем разные модели, поработаем с AutoML. На десерт посмотрим, как может выглядеть вывод модели в прод — запакуем полученную модель в web service (не изменив ни строчки кода!) и пошлем ей пару вызовов.

RecSys

Всё о рекомендательных системах.

Рекомендательная система в приложении с социальными механиками. Как мы ленту для Шедеврума делали и вырастили возвращаемость

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Даниил Лещёв

Яндекс

Доклад о ленте рекомендаций в приложении Шедеврум. Рассмотрим постановку задачи и особенности сервиса с точки зрения рекомендаций. Разберем, как с помощью ленты можно влиять на KPI-метрики сервиса.

Отдельно поговорим про подходы, которые Даниил и коллеги попробовали в ранжировании: что в итоге дало наибольший профит, а что пришлось «закопать». Обсудим архитектуру рекомендаций с точки зрения ML. В конце разберем полученные результаты и возможные дальнейшие пути улучшения.

Как рекомендовать размер с помощью машинного обучения?

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Никита Чуркин

Lamoda

Как в Lamoda строили систему для рекомендации размера.

Выбор размера — достаточно нетривиальная задача, поскольку существуют разные размерные сетки, товары, которые большемерят / маломерят и т. д. Пользователю нужна помощь, чтобы не заказывать большое количество размеров на примерку и быстрее совершать покупки.

Никита расскажет о проблеме, первых подходах к решению и об эволюции подхода.

Advanced Analytics

Почему вам не стоит использовать байесовское A/B-тестирование

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Александр Сахнов

X5 Tech

Рассмотрим популярные мифы о байесовском A/B-тестировании.

Сравним подход с классическим. Александр подкрепит свои аргументы не словами, а реальными экспериментами. Рассмотрим все шаги A/B-тестирования, а именно: до начала A/B-теста, во время проведения и после его окончания.

В докладе спикер затронет такие темы, как расчет дизайна эксперимента, ранняя остановка, работа с метриками отношений и повышение чувствительности тестов. Он приведет примеры, когда можно применить байесовское A/B-тестирование.

ML Products

Построение интерпретируемых ML-моделей в задачах геоаналитики

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Иван Журавлев

Bestplace

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Дмитрий Крылов

Bestplace

Иван и Дмитрий представят алгоритм машинного обучения «Физмодель». Его особенности: - хорошо подходит для обучения на небольших выборках; - прозрачно интерпретируется; - позволяет внести априорное «знание об окружающем мире» в итоговую модель; - на их кейсах его работа сравнима по метрикам с XGBoost / CatBoost. Спикеры расскажут, как пришли к такой модели, обсудят детали ее реализации и приведут примеры со сравнением XGBoost / CatBoost на реальных геоаналитических задачах.

Пример использования нейронных сетей и ML-моделей при разработке нефтяных месторождений

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Михаил Петров

АЛЬМА Сервисез Компани

Михаил продемонстрирует подходы, инструменты и результаты решения задачи оптимизации режимов скважин при разработке нефтяного месторождения с использованием технологии поддержания пластового давления.

При решении поставленных задач использовались такие технологии, как Лассо-регрессия, спектральная кластеризация, глубокая нейронная сеть, оптимизация методом SLSQP с индивидуальными и групповыми ограничениями.

Заключение

Про доклады поняли, а что ещё нужно понимать про конференцию?

Она будет полностью онлайновой, но это не значит «смотреть видеодоклады как с ютуба». Например, мы ценим зрительские вопросы, поэтому предоставляем им максимум: спикер отвечает не «пять минут до следующего доклада», а «сколько потребуется», задавать их можно хоть текстом, хоть в видеозвонке.

В общем, мы хотим, чтобы это было мероприятием, в котором интересно поучаствовать в реальном времени. Если звучит любопытно, напоминаем ссылку на сайт конференции: там и вся информация, и билеты.

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  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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