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Первая ИИ-модель для обучения на тексте

Привет, будущие разработчики! Сегодня я расскажу вам, как создать свою первую модель искусственного интеллекта. Это совсем для начинающих, так что не переживайте — никаких сложных терминов и запутанных выражений. Всё, что понадобится, — ваши идеи и немного кода.

Будем писать на Python и использовать TensorFlow — мощную библиотеку от Google для машинного обучения.

Почему Python, TensorFlow и как начать работу в Google Colab

Если спросить, почему так часто для работы над ИИ выбирают Python, ответ простой: он удобный, интуитивный и всегда под рукой. Он не нагружен лишними деталями, его синтаксис читается почти как обычный английский. Вместо того чтобы ломать голову над сложными конструкциями, можно сразу начать писать работающий код. Плюс, для работы с искусственным интеллектом существует огромное количество готовых библиотек, таких как TensorFlow, Keras, PyTorch и Hugging Face. Если что‑то пойдёт не так, всегда найдётся сообщество, готовое помочь, как в любом дружном клубе.

TensorFlow — это библиотека от Google, которая помогает превращать математические идеи в работающий код. Основные составляющие TensorFlow:

  • Тензоры: это многомерные массивы данных. Если проще, это как коробка с цифрами — будь то одно число (скаляр), ряд чисел (вектор) или таблица чисел (матрица).

  • Операции: функции, которые выполняют математические действия над этими тензорами. Например, сложение, умножение или даже более сложные вычисления.

  • Вычислительный граф: с помощью графов TensorFlow организует вычисления: строится граф, где узлы — это операции, а стрелки показывают, как данные передаются от одной операции к другой.

А так как мы только начинаем, не нужно заморачиваться с установкой библиотек на свой компьютер — используй Google Colab!

  • Google Colab — это бесплатная облачная среда, где уже предустановлены Python и многие необходимые библиотеки.

  • Всё, что нужно, — это Google‑аккаунт. Просто нужно зайти на Google Colab, создать новый блокнот и начать писать код.

  • Если вдруг нужно установить (а их придётся установить) дополнительные библиотеки, есть команда: 

    !pip install tensorflow keras numpy

Эта команда загрузит нужные библиотеки, и можно сразу работать.

Чтобы проверить, что всё работает, запусти простой пример:

import tensorflow as tf
a = tf.constant(5)
b = tf.constant(3)
c = tf.add(a, b)
print("Сумма:", c.numpy())

Код выведет:

Сумма: 8

Теоретическая база

Нейрон

Представь себе, что каждый нейрон — это крошечный математический элемент, который принимает сигнал, обрабатывает его и решает: «А стоит ли мне передавать этот сигнал дальше?» Вот как он это делает:

  1. Умножение на веса:
    Каждый элемент входного вектора (это набор чисел, представляющий данные) умножается на своё специальное число — вес. Вес можно представить как показатель важности: если какой‑то сигнал особенно важен, его вес будет высоким, а если не очень — вес будет маленьким.

  2. Суммирование:
    После умножения все полученные значения складываются. Но это ещё не всё! К полученной сумме добавляют смещение (bias). Смещение можно сравнить с небольшой поправкой, которая помогает модели лучше адаптироваться к данным, как тонкая настройка ради идеального звука.

  3. Функция активации:
    Теперь приходит время принять окончательное решение. Мы применяем функцию активации, например, ReLU (Rectified Linear Unit). ReLU работает так: если итоговая сумма меньше нуля, нейрон «засыпает» (выдает 0); если сумма положительная — нейрон «просыпается» и передает сигнал дальше. Это позволяет сети игнорировать «шум» и сосредоточиться на важных сигналах.

Посмотрим на пример кода:

def neuron_output(x, weights, bias):
    """
    Имитация работы одного нейрона.
    
    Параметры:
      x       - входной вектор (например, [1.0, 2.0, 3.0])
      weights - список весов (например, [0.5, -0.6, 0.1])
      bias    - смещение (например, 0.2)
    """
    # Каждый элемент x умножается на соответствующий вес, затем все значения складываются, и прибавляется bias.
    linear_sum = sum(xi * wi for xi, wi in zip(x, weights)) + bias
    # Функция активации ReLU: если сумма меньше 0, возвращаем 0, иначе возвращаем сумму.
    activated_output = max(0, linear_sum)
    return activated_output

# Пример работы нейрона:
input_vector = [1.0, 2.0, 3.0]
weights = [0.5, -0.6, 0.1]
bias = 0.2
print("Выход нейрона:", neuron_output(input_vector, weights, bias))

В настоящей нейросети таких нейронов может быть миллионы, и они работают вместе, создавая сложную систему, способную учиться и принимать решения.

Токенизация

Компьютер не понимает слова так, как мы, поэтому нам нужно перевести текст в числа — и тут на помощь приходит токенизация. Это как создание секретного языка, где каждое слово заменяется на свой уникальный номер.

Например, возьми фразу «Привет, мир!». Мы разделяем её на отдельные слова, и каждое слово получает свой номер: «привет» может стать 1, «мир» — 2. Таким образом, фраза превращается в последовательность чисел, например, [1, 2].

Давайте посмотрим на код:

from tensorflow.keras.preprocessing.text import Tokenizer

texts = ["Привет, мир! Это моя первая модель ИИ."]
tokenizer = Tokenizer()          # Создаем объект токенизатора
tokenizer.fit_on_texts(texts)      # Обучаем его на нашем тексте
sequences = tokenizer.texts_to_sequences(texts)  # Преобразуем текст в последовательность чисел

# При запуске код выведет:
# Токенизированный текст: [[1, 2, 3, 4, 5, 6, 7]]
# Словарь токенов: {'привет': 1, 'мир': 2, 'это': 3, 'моя': 4, 'первая': 5, 'модель': 6, 'ии': 7}
print("Токенизированный текст:", sequences)
print("Словарь токенов:", tokenizer.word_index)

В результате, текст для ИИ становится набором чисел, с которым он может работать как с любыми другими данными. Это фундаментальный шаг, который позволяет модели обрабатывать и анализировать тексты.

Построение модели: собираем первую LSTM-модель

Перейдём к созданию модели, которая сможет предсказывать следующее слово в тексте. Обычные нейронные сети обрабатывают данные как отдельные точки и не учитывают порядок. Поэтому мы используем рекуррентные нейронные сети (RNN), а их улучшенная версия — LSTM (Long Short‑Term Memory).

Ячейка памяти LSTM хранит информацию о предыдущих словах, чтобы модель могла понимать контекст. Входной, забывающий и выходной слои внутри LSTM решают, какую информацию сохранить, а какую можно отбросить. Это позволяет модели учитывать, о чем шла речь до текущего слова, и делать более точные предсказания.

Создадим модель с помощью Keras. Ниже приведен пример, того, как мы превращаем текст в числа, создаем обучающие примеры и собираем модель:

import numpy as np
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Embedding, LSTM, Dense
from tensorflow.keras.preprocessing.sequence import pad_sequences
from tensorflow.keras.preprocessing.text import Tokenizer

# Исходный текст для обучения
texts = ["Привет, мир! Это моя первая модель ИИ."]
tokenizer = Tokenizer()
tokenizer.fit_on_texts(texts)
sequences = tokenizer.texts_to_sequences(texts)
word_index = tokenizer.word_index
vocab_size = len(word_index) + 1  # +1 для учета нулевого индекса

# Генерируем обучающие примеры: создаем подпоследовательности из каждого предложения
input_sequences = []
for seq in sequences:
    # Для каждого предложения берем все возможные подпоследовательности
    for i in range(1, len(seq)):
        input_sequences.append(seq[:i+1])

# Приводим все последовательности к одной длине с помощью паддинга (дополняем нулями слева)
max_length = max(len(seq) for seq in input_sequences)
input_sequences = pad_sequences(input_sequences, maxlen=max_length, padding='pre')

# Делим данные: X — все слова, кроме последнего, а y — это следующее слово, которое нужно предсказать
X = input_sequences[:, :-1]
y = input_sequences[:, -1]
# Преобразуем y в one-hot представление (каждое число заменяем вектором, где соответствующая позиция равна 1)
y = np.eye(vocab_size)[y]

# Собираем модель:
model = Sequential()
# Слой Embedding переводит числовые индексы в векторные представления, например, число 5 превращается в вектор [0.1, 0.2, ...]
model.add(Embedding(vocab_size, 10, input_length=X.shape[1]))
# LSTM слой с 50 нейронами обрабатывает последовательность слов и запоминает контекст
model.add(LSTM(50))
# Dense слой с активацией softmax выдает вероятность для каждого слова из словаря
model.add(Dense(vocab_size, activation='softmax'))

# Выводим структуру модели. При запуске model.summary() ты увидишь, сколько параметров и слоев используется:
model.summary()

Сначала текст преобразуется в последовательность чисел, затем создаются подпоследовательности, чтобы модель могла учиться предсказывать следующее слово, и все последовательности дополняются нулями до одинаковой длины; далее слой Embedding превращает эти числа в векторные представления, несущие смысловую нагрузку, затем слой LSTM обрабатывает последовательности, запоминая контекст, а последний слой Dense с softmax выдает распределение вероятностей по словарю, чтобы выбрать наиболее вероятное следующее слово. При запуске model.summary() можно будет схему модели с информацией о каждом слое — это поможет понять, сколько весов и параметров задействовано.

Обучение модели

После того как модель собрана, пора её обучать. Обучение — это процесс, когда модель смотрит на обучающие примеры, пытается предсказать следующее слово и, если ошибается, корректирует свои внутренние параметры.

# Обучаем модель в течение 100 эпох
history = model.fit(X, y, epochs=100, verbose=2)

Что произойдет?

  • Эпоха — это один полный проход по всем обучающим данным.

  • В каждой эпохе модель предсказывает следующее слово для каждого примера, затем сравнивает своё предсказание с правильным ответом.

  • Функция потерь (loss) показывает, насколько сильно модель ошибается. Чем ниже значение, тем лучше.

  • Оптимизатор (например, Adam) изменяет веса модели так, чтобы ошибка уменьшалась с каждой эпохой.

  • Можно увидеть в консоли, как значение loss постепенно падает, а точность (accuracy) растет. Например: 

    Epoch 1/100
1/1 - 0s - loss: 6.5234 - accuracy: 0.0000
Epoch 2/100
1/1 - 0s - loss: 6.4211 - accuracy: 0.0312
...
Epoch 100/100
1/1 - 0s - loss: 2.1234 - accuracy: 0.8750

На первых шагах ошибки велики, а по мере обучения модель становится точнее.

Генерация текста

Самый интересный момент наступает, когда модель уже обучена, и можно попросить её сгенерировать текст. Улучшим функцию генерации, чтобы она была понятна и интересна даже для начинающих:

def generate_text(seed_text, next_words, model, max_length):
    """
    Генерирует текст, начиная с seed_text, добавляя next_words.
    
    Аргументы:
      seed_text  - начальное слово или фраза (например, "Привет")
      next_words - сколько слов добавить к фразе
      model      - обученная модель ИИ
      max_length - максимальная длина последовательности (с учетом паддинга)
    """
    generated = seed_text
    for _ in range(next_words):
        # Преобразуем текущий текст в последовательность чисел
        token_list = tokenizer.texts_to_sequences([generated])[0]
        # Дополняем последовательность нулями, чтобы длина была max_length - 1
        token_list = pad_sequences([token_list], maxlen=max_length-1, padding='pre')
        # Модель предсказывает вероятности для каждого слова
        predicted = model.predict(token_list, verbose=0)
        # Выбираем индекс слова с максимальной вероятностью
        predicted_index = np.argmax(predicted, axis=1)[0]
        # Находим слово по этому индексу в словаре токенизатора
        output_word = None
        for word, index in tokenizer.word_index.items():
            if index == predicted_index:
                output_word = word
                break
        # Добавляем предсказанное слово к нашему сгенерированному тексту
        generated += " " + output_word
    return generated

# Пример генерации текста:
result = generate_text("Привет", 5, model, max_length)
# Если модель обучена хорошо, код выведет, например: 
# "Сгенерированный текст: Привет мир это моя первая"
print("Сгенерированный текст:", result)

Начинаем с заданного слова (например, «Привет»), которое преобразуется в последовательность чисел и дополняется нулями до нужной длины, чтобы модель могла его обработать; затем модель предсказывает, какое слово должно идти следующим, и мы выбираем слово с наивысшей вероятностью, добавляя его к тексту, после чего процесс повторяется указанное количество раз. В итоге получается продолжение исходной фразы, и если модель обучена хорошо, результат может выглядеть так: «Привет мир это моя первая». При этом можно поэкспериментировать, изменить начальное слово, количество предсказанных слов или даже настройки модели, чтобы увидеть, как изменится сгенерированный текст.

Не бойтесь сложных вещей — с практикой всё становится понятнее. Экспериментируйте, задавайте вопросы, отлаживайте код и, самое главное, получайте удовольствие от процесса.

Больше актуальных навыков будущие специалисты по ИИ могут освоить на новом онлайн‑курсе от Otus «Искусственный интеллект для подростков». Оставьте заявку на странице курса и получите бесплатное индивидуальное занятие-диагностику.

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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

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 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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