Русский
EnglishCryptocurrencies:
9377 /
Markets: 114993
Market Cap: $ 3 712 720 371 656 /
24h Vol: $ 187 913 305 328 /
BTC
Dominance: 58.97760273029%
Новости
Сверточные нейронные сети. Создание нейросети для распознавания цифр на языке программирования Python
В современном мире искусственный интеллект и машинное обучение стремительно развиваются, меняя нашу повседневную жизнь и открывая новые горизонты в различных областях. Одной из ключевых технологий, лежащих в основе этих достижений, являются сверточные нейронные сети (Convolutional Neural Networks, CNN). Эти мощные алгоритмы позволяют эффективно обрабатывать и анализировать изображения, что находит применение в самых разных сферах: от медицинской диагностики до систем безопасности.
CNN подходит для классификации изображений, что делает её отличным выбором для задачи распознавания рукописных цифр.
CNN состоит из:
Сверточные слои (Conv2D): Эти слои выполняют операции свертки, которые помогают модели извлекать ключевые признаки из изображений, такие как края, текстуры и формы.
Слои подвыборки (MaxPooling2D): Эти слои уменьшают размерность данных, сохраняя при этом важные признаки, что помогает ускорить обучение и снизить риск переобучения.
Полносвязные слои (Dense): Эти слои отвечают за классификацию, принимая вектор признаков от предыдущих слоев и принимая решение о классе (цифре) изображения.
В этой статье я расскажу о том, как создать свою собственную сверточную нейронную сеть, способную распознавать цифры на изображениях, будь то рукописные или машинописные. Мы рассмотрим основные принципы работы CNN, изучим архитектуру моделей, а также пошагово разберем процесс разработки и обучения нейросети.
Содержание:
Подготовка данных.
Создание проекта.
Импорт библиотек.
Задание параметров.
Функция для загрузки и предобработки изображений.
Загрузка и предобработка данных.
Создание модели нейросети.
Обучение модели.
Оценка модели.
Сохранение модели в формате Keras.
Функции для загрузки и предсказания изображения.
Пример использования.
Полный код нейросети.
Заключение.
Подготовка данных
Архитектура дата-сета:
data/
└── train/
├── 0/
│ ├── 0_1.png
│ ├── 0_2.png
│ └── 0_3.png
├── 1/
├── ...
└── 9/
└── test/
├── 0/
├── ...
└── 9/
train/ cодержит данные, используемые для обучения модели нейросети. Именно эти данные модель будет анализировать и использовать для того, чтобы "научиться" распознавать цифры. Каждая поддиректория (0, 1, 2, ..., 9) представляет собой класс цифры и содержит изображения, на которых изображена соответствующая цифра. Эти данные подаются на вход модели во время фазы обучения (model.fit), и модель настраивает свои параметры на основе этих данных.
test/ cодержит данные, используемые для тестирования производительности обученной модели. Эти данные модель не видит во время обучения и используется для оценки её способности обобщать на новые данные. Аналогично папке train, каждая поддиректория (0, 1, 2, ..., 9) представляет собой класс цифры и содержит изображения с соответствующей цифрой. Эти данные подаются на вход модели во время фазы оценки (model.evaluate), чтобы определить точность модели на новых, невидимых ранее данных. Разделение данных на train и test помогает избежать переобучения модели и позволяет честно оценить её производительность на новых данных, что является важным этапом в процессе машинного обучения. Это делает модель более надежной и способной обобщать, а не просто "запоминать" тренировочные данные.
Каждый файл должен содержать изображение одной цифры (0-9).
data/train/0/: фотографии рукописных нулей.
data/train/1/: фотографии рукописных единиц.
...
data/test/0/: фотографии рукописных нулей для тестирования.
data/test/1/: фотографии рукописных единиц для тестирования.
...
Минимальное количество:
Для каждого класса (0-9): рекомендуется иметь не менее 100 изображений. В идеале, чем больше, тем лучше. Например, 500-1000 изображений на класс даст более стабильные результаты.
Общий ориентир:
Тренировочный набор (train): 1000-5000 изображений для каждого класса.
Тестовый набор (test): 200-500 изображений для каждого класса.
Для обучения и тестирования моделей машинного обучения, включая нейросети, обычно используется стандартное соотношение данных. Наиболее распространённое соотношение - это 80/20 или 70/30. Это означает, что 80% (или 70%) данных используется для обучения модели (train), а оставшиеся 20% (или 30%) - для тестирования (test).
Создание проекта
Создаем новый проект и два .py файла: create_model.py и test_model.py
Скрипт create_model.py предназначен для создания и обучения модели сверточной нейронной сети (CNN), которая сможет распознавать цифры на изображениях, как рукописные, так и машинописные.
Основные функции и шаги в скрипте:
Импорт необходимых библиотек и модулей (TensorFlow, NumPy, PIL).
Определение параметров изображения (например, высота и ширина).
Функция для загрузки и предобработки изображений из папок train и test.
Загрузка и предобработка данных.
Создание архитектуры модели CNN с использованием слоев Conv2D, MaxPooling2D, Flatten и Dense.
Компиляция модели с указанием оптимизатора, функции потерь и метрик.
Обучение модели на тренировочных данных.
Оценка модели на тестовых данных.
Сохранение обученной модели в формате Keras.
Скрипт test_model.py предназначен для загрузки сохраненной модели и выполнения предсказаний на новых изображениях, а также для проверки точности предсказаний модели.
Основные функции и шаги в скрипте:
Импорт необходимых библиотек и модулей (TensorFlow, NumPy, PIL).
Загрузка обученной модели из файла, сохраненного в create_model.py.
Функция для загрузки и предобработки нового изображения для предсказания.
Функция для выполнения предсказания на загруженном изображении с использованием модели.
Пример использования функции предсказания для нового изображения.
Вывод предсказанной цифры и сравнение с ожидаемой цифрой.
Импорт библиотек (create_model.py).
# Импорт модулей
import tensorflow as tf # pip install tensorflow
import numpy as np # pip install numpy
from PIL import Image # pip install pillow
import osTensorFlow. Мощная библиотека для машинного обучения и глубокого обучения, созданная Google. В этом проекте она используется для создания и тренировки нейронной сети. Мы используем TensorFlow для создания модели нейронной сети, определения слоев модели, компиляции и тренировки модели. TensorFlow предоставляет гибкость, масштабируемость и множество инструментов для построения и тренировки нейронных сетей. Он также поддерживает высокоуровневый API Keras, который упрощает процесс разработки.
NumPy. Библиотека для работы с многомерными массивами и высокоуровневыми математическими функциями. Она широко используется в научных вычислениях и анализе данных. В этом проекте NumPy используется для преобразования изображений в массивы, нормализации данных и работы с массивами данных. NumPy обеспечивает эффективную работу с большими массивами данных и предоставляет множество полезных функций для их обработки, что делает его идеальным для работы с данными в машинном обучении.
Pillow (Python Imaging Library, PIL). Библиотека для работы с изображениями. Она предоставляет инструменты для открытия, манипулирования и сохранения различных форматов изображений. В этом проекте Pillow используется для загрузки изображений, преобразования их в градации серого и изменения их размера до нужных параметров. Pillow является стандартной библиотекой для работы с изображениями в Python, предоставляя широкий набор инструментов и поддержку множества форматов изображений.
os. Встроенная библиотека Python, которая предоставляет функции для взаимодействия с операционной системой. В этом проекте os используется для навигации по файловой системе, получения списка файлов в директории и создания путей к файлам. os предоставляет все необходимые функции для работы с файлами и директориями, делая код платформенно-независимым.
Эти импорты обеспечивают все необходимые инструменты для выполнения задач по загрузке, предобработке данных и созданию нейронной сети.
Задание параметров (create_model.py).
# Параметры
img_height = 28 # Высота изображений в пикселях
img_width = 28 # Ширина изображений в пикселяхЭтот блок кода определяет параметры, которые будут использоваться для предобработки изображений.
Эти параметры задают размер изображений, к которому они будут приведены перед тем, как быть переданными в нейросеть. Все изображения будут изменены до размера 28x28 пикселей. Единый размер изображений важен для консистентности входных данных модели, что помогает модели лучше обучаться и обрабатывать данные.
Почему именно 28x28 пикселей? Достаточно маленький, чтобы быть вычислительно эффективным, но при этом достаточно большой, чтобы содержать важные детали для распознавания.
Функция для загрузки и предобработки изображений (create_model.py).
# Функция для загрузки и предобработки изображений
def load_images_from_folder(folder):
images = []
labels = []
for label in range(10):
path = os.path.join(folder, str(label))
for filename in os.listdir(path):
img_path = os.path.join(path, filename)
img = Image.open(img_path).convert('L')
img = img.resize((img_width, img_height))
img = np.asarray(img)
img = img / 255.0
images.append(img)
labels.append(label)
return np.array(images), np.array(labels)Эта функция загружает изображения из указанной папки, предобрабатывает их и возвращает массивы изображений и меток.
images = [] | images: список для хранения предобработанных изображений. |
for label in range(10): | Итерируемся по числам от 0 до 9, что соответствует 10 классам изображений. Генерируем путь к папке с изображениями каждого класса. |
for filename in os.listdir(path): | Проходим по каждому файлу в папке. |
img = Image.open(img_path).convert('L') | Открываем изображение и преобразуем его в градации серого с помощью convert('L'). |
images.append(img) | Добавляем предобработанное изображение в список images. |
return np.array(images), np.array(labels) | Преобразуем списки images и labels в массивы NumPy и возвращаем их. |
Загрузка и предобработка данных (create_model.py).
# Загрузка и предобработка данных
x_train, y_train = load_images_from_folder('data/train')
x_test, y_test = load_images_from_folder('data/test')Этот блок кода выполняет загрузку и предобработку данных для обучения и тестирования модели нейронной сети.
Вызов функции load_images_from_folder для загрузки обучающих данных:
x_train: Массив изображений, используемых для обучения модели.
y_train: Массив меток (классов), соответствующих обучающим изображениям.
'data/train': Путь к директории, содержащей обучающие изображения, разделенные по папкам для каждого класса (0-9).
Вызов функции load_images_from_folder для загрузки тестовых данных:
x_test: Массив изображений, используемых для тестирования модели.
y_test: Массив меток (классов), соответствующих тестовым изображениям.
'data/test': Путь к директории, содержащей тестовые изображения, разделенные по папкам для каждого класса (0-9).
Функция load_images_from_folder загружает и предобрабатывает изображения, выполняя такие действия, как изменение размера, преобразование в градации серого и нормализация. Полученные массивы данных (x_train, y_train, x_test, y_test) затем используются для обучения и тестирования модели.
Эти данные обеспечивают основу для обучения нейронной сети распознаванию рукописных цифр, и их правильная предобработка играет ключевую роль в достижении высоких результатов точности модели.
# Убедимся, что данные имеют правильные формы перед reshape
print(f'Количество train-изобр.: {x_train.shape[0]}, высота/ширина: {x_train.shape[1]}x{x_train.shape[2]}px')
print(f'Количество test-изобр.: {x_test.shape[0]}, высота/ширина: {x_test.shape[1]}x{x_test.shape[2]}px')
x_train = x_train.reshape(-1, img_height, img_width, 1)
x_test = x_test.reshape(-1, img_height, img_width, 1)Этот блок кода выполняет проверку формы данных после загрузки и предобработки, а затем изменяет форму данных для использования в модели нейронной сети.
Проверка формы данных:
print(f'Количество train-изобр.: {x_train.shape[0]}, высота/ширина: {x_train.shape[1]}x{x_train.shape[2]}px')
print(f'Количество test-изобр.: {x_test.shape[0]}, высота/ширина: {x_test.shape[1]}x{x_test.shape[2]}px')
Эти строки выводят информацию о количестве изображений и их размерах (высота и ширина) в тренировочном (x_train) и тестовом (x_test) наборах данных. Это полезно для проверки, что данные загружены корректно и имеют ожидаемые размеры (28x28 пикселей).
Изменение формы данных:
x_train = x_train.reshape(-1, img_height, img_width, 1)
x_test = x_test.reshape(-1, img_height, img_width, 1)
reshape изменяет форму массивов данных, добавляя четвертое измерение, которое представляет канал (в данном случае, один канал для градаций серого).
-1 указывает, что размер первого измерения (количество изображений) вычисляется автоматически, исходя из общего количества элементов и указанных размеров (высота, ширина, каналы).
Теперь данные имеют форму (количество изображений, 28, 28, 1), что соответствует требуемому формату входных данных для сверточных нейронных сетей в TensorFlow/Keras.
Пример для тренировочного набора данных (x_train):
Перед reshape: (количество изображений, 28, 28)
После reshape: (количество изображений, 28, 28, 1)
Эти изменения важны для корректной обработки данных нейронной сетью, так как сверточные слои ожидают данные в формате (batch_size, height, width, channels).
Создание модели нейросети (create_model.py).
# Создание модели нейросети с использованием Input
model = tf.keras.models.Sequential([
tf.keras.layers.Input(shape=(img_height, img_width, 1)),
tf.keras.layers.Conv2D(32, (3, 3), activation='relu'),
tf.keras.layers.MaxPooling2D((2, 2)),
tf.keras.layers.Conv2D(64, (3, 3), activation='relu'),
tf.keras.layers.MaxPooling2D((2, 2)),
tf.keras.layers.Flatten(),
tf.keras.layers.Dense(64, activation='relu'),
tf.keras.layers.Dense(10, activation='softmax')
])Этот блок кода создает архитектуру модели нейронной сети для распознавания рукописных цифр с использованием библиотеки TensorFlow/Keras.
Создание модели с использованием Sequential: model = tf.keras.models.Sequential() | Цель: Sequential — это простой способ создать модель нейронной сети в Keras. Слои добавляются последовательно, один за другим. |
Слой Input: tf.keras.layers.Input(shape=(img_height, img_width, 1)) | Цель: Задает форму входных данных, ожидаемых моделью. В данном случае, входные данные — это изображения размером 28x28 пикселей с одним каналом (градации серого). |
Первый слой свертки (Conv2D): tf.keras.layers.Conv2D(32, (3, 3), activation='relu') | Цель: Этот слой применяет 32 фильтра размером 3x3 к входным данным, извлекая важные признаки, такие как края и текстуры. |
Первый слой подвыборки (MaxPooling2D): tf.keras.layers.MaxPooling2D((2, 2)) | Цель: Уменьшает размерность данных, агрегируя значения в области 2x2 пикселя и выбирая максимальное значение в каждой области. |
Второй слой свертки (Conv2D): tf.keras.layers.Conv2D(64, (3, 3), activation='relu') | Цель: Применяет 64 фильтра размером 3x3 к данным, извлекая более сложные признаки. |
Второй слой подвыборки (MaxPooling2D): tf.keras.layers.MaxPooling2D((2, 2)) | Цель: Опять уменьшает размер данных, агрегируя значения в области 2x2 пикселя, выбирая максимальное значение в каждой области. |
Слой выравнивания (Flatten): tf.keras.layers.Flatten() | Цель: Преобразует многомерный массив данных в одномерный вектор. Это необходимо для подключения к полносвязным (Dense) слоям. |
Полносвязный слой (Dense): tf.keras.layers.Dense(64, activation='relu') | Цель: Обрабатывает данные, используя 64 нейрона. В каждом нейроне происходит линейная комбинация входных данных и применение функции активации relu. |
Выходной полносвязный слой (Dense): tf.keras.layers.Dense(10, activation='softmax') | Цель: Обрабатывает выходные данные и использует 10 нейронов, соответствующих 10 классам (цифры 0-9). Применяет функцию активации softmax для получения вероятностей классов. |
Sequential: Линейная модель, добавляем слои последовательно.
Input: Задает форму входных данных.
Conv2D (32 фильтра): Извлекает основные признаки.
MaxPooling2D (2x2): Уменьшает размер данных.
Conv2D (64 фильтра): Извлекает более сложные признаки.
MaxPooling2D (2x2): Снова уменьшает размер данных, сохраняя важные признаки.
Flatten: Преобразует данные в одномерный вектор для полносвязных слоев.
Dense (64 нейрона): Обрабатывает данные и обучается сложным паттернам с функцией активации relu.
Dense (10 нейронов, softmax): Выходной слой, предсказывающий вероятности для 10 классов (цифры 0-9).
Обучение модели (create_model.py).
# Компиляция и обучение модели
model.compile(optimizer='adam',
loss='sparse_categorical_crossentropy',
metrics=['accuracy'])
model.fit(x_train, y_train, epochs=5)Этот блок кода отвечает за компиляцию модели нейронной сети, установку параметров обучения и выполнение самого процесса обучения.
model.compile(optimizer='adam', - Adam (Adaptive Moment Estimation) — это оптимизатор, который комбинирует преимущества методов AdaGrad и RMSProp. Он адаптируется к обучению моделей, изменяя скорость обучения на основе момента первого и второго порядка. Он обладает хорошей производительностью на большом количестве задач и является стандартным выбором для многих моделей глубокого обучения.
loss='sparse_categorical_crossentropy', - Функция потерь sparse_categorical_crossentropy используется для задач многоклассовой классификации, где метки представлены в виде целых чисел. Она измеряет разницу между предсказанными вероятностями и истинными метками. sparse_categorical_crossentropy подходит для наших данных, где метки являются целыми числами (0-9), что упрощает вычисления и улучшает производительность.
metrics=['accuracy']) - Метрика, по которой будет оцениваться производительность модели. В данном случае мы используем точность (accuracy), которая показывает, какой процент предсказаний модели правильный. Эта метрика проста для понимания и широко используется для задач классификации.
model.fit(x_train, y_train, epochs=5) - Обучение модели. x_train, y_train - обучающие данные (изображения и метки), которые будут использоваться для обучения модели. epochs=5 - количество эпох обучения. Одна эпоха представляет собой один полный проход по всему обучающему набору данных. Почему именно 5 эпох? Это начальное значение, которое можно увеличить для более длительного и тщательного обучения модели. Большее количество эпох может улучшить точность, но также может привести к переобучению.
Процесс обучения:
Компиляция: Устанавливает параметры обучения и подготавливает модель к тренировке.
Обучение (fit): Процесс, при котором модель проходит через обучающие данные несколько раз (эпохи) и обновляет свои веса, чтобы минимизировать функцию потерь.
Теперь модель готова к обучению и оптимизации для задачи распознавания рукописных цифр.
Оценка модели (create_model.py).
# Оценка модели
test_loss, test_acc = model.evaluate(x_test, y_test)
print(f'Точность на тестовом наборе данных: {test_acc}')
if test_acc < 0.6:
print("Низкая точность. Рекомендуется улучшить модель и данные.")
elif 0.6 <= test_acc < 0.8:
print("Средняя точность. Неплохо, но есть куда стремиться.")
elif 0.8 <= test_acc < 0.9:
print("Хорошая точность. Модель работает хорошо.")
else:
print("Отличная точность. Модель отлично справляется с задачей.")Этот блок кода оценивает производительность обученной модели на тестовом наборе данных и выводит точность предсказаний.
Функция model.evaluat() - оценивает модель на основе тестовых данных. Функция принимает тестовые данные (x_test) и метки (y_test) и возвращает значение функции потерь (test_loss) и метрику точности (test_acc). Оценка на тестовом наборе данных позволяет понять, насколько хорошо модель обобщается на новых, ранее невидимых данных, что является важным показателем её качества.
print(f'Точность на тестовом наборе данных: {test_acc}') - выводит точность модели на тестовом наборе данных в читаемом формате. Это позволяет быстро и наглядно оценить производительность модели, понять её текущий уровень и определить направления для дальнейших улучшений.
Для оценки производительности модели сверточной нейронной сети (CNN) в задаче распознавания цифр можно использовать следующие диапазоны точности:
Низкая точность (менее 60%)
Средняя точность (60-80%)
Хорошая точность (80-90%)
Отличная точность (более 90%)
Сохранение модели в формате Keras (create_model.py).
# Сохранение модели в новом формате Keras
model.save('my_model.keras')
print(f'Модель создана!')Этот блок кода отвечает за сохранение обученной модели нейронной сети в формате Keras и вывод сообщения о завершении процесса сохранения.
Функция model.save() сохраняет текущую версию обученной модели на диск с указанным именем и в указанном формате. Файл сохраняется в формате Keras (.keras), который включает в себя архитектуру модели, её веса, конфигурацию тренировки (если применимо), и оптимизатор. Использование model.save позволяет легко загружать и использовать модель в будущем без необходимости повторного обучения.
print(f'Модель создана!') выводит сообщение в консоль, подтверждающее, что модель успешно сохранена. Подтверждение успешного сохранения модели помогает понять, что процесс завершен корректно и модель готова к использованию или дальнейшим операциям.
Функции для загрузки и предсказания изображения (test_model.py).
import tensorflow as tf
import numpy as np
from PIL import Image
# Параметры
img_height = 28
img_width = 28
# Загрузка модели
model = tf.keras.models.load_model('my_model.keras')
# Функции для загрузки и предсказания изображения
def load_image(filepath):
img = Image.open(filepath).convert('L')
img = img.resize((img_height, img_width))
img = np.array(img)
img = img / 255.0
img = img.reshape(-1, img_height, img_width, 1)
return img
def predict_digit(test_img):
img = load_image(test_img)
prediction = model.predict(img)
return np.argmax(prediction)model = tf.keras.models.load_model('my_model.keras') - Этот код загружает ранее обученную и сохраненную модель нейронной сети из файла my_model.keras. Это позволяет использовать модель для выполнения предсказаний на новых данных без необходимости повторного обучения.
def load_image(filepath): - функция загружает изображение из указанного файла, преобразует его в формат, подходящий для модели нейронной сети, и возвращает предобработанное изображение.
img = Image.open(filepath).convert('L') - открыть изображение и преобразовать его в градации серого (оттенки серого). Модель была обучена на черно-белых изображениях, поэтому важно привести новые данные к такому же формату.
img = img.resize((img_height, img_width)) - изменить размер изображения до 28x28 пикселей. Модель была обучена на изображениях размером 28x28 пикселей, поэтому входные данные должны иметь такой же размер.
img = np.array(img) - Преобразовать изображение в массив для дальнейшей обработки. Модель принимает на вход данные в формате массива.
img = img / 255.0 - Нормализовать значения пикселей в диапазоне от 0 до 1. Нормализация улучшает производительность модели, так как она была обучена на нормализованных данных.
img = img.reshape(-1, img_height, img_width, 1) - Изменить форму массива, добавив дополнительное измерение для канала (один канал для черно-белого изображения). Модель ожидает данные в формате (batch_size, height, width, channels).
def predict_digit(test_img): - функция выполняет предсказание на основе загруженной модели и возвращает предсказанную цифру.
img = load_image(test_img) - Загрузить и предобработать изображение для модели. Предобработка данных необходима для корректного выполнения предсказаний.
prediction = model.predict(img) - Получить предсказание модели для данного изображения. Модель возвращает вероятности для каждого класса (цифры от 0 до 9).
return np.argmax(prediction) - Определить класс (цифру) с наибольшей вероятностью. Вернуть наиболее вероятную цифру, предсказанную моделью.
Пример использования (test_model.py).
# Пример использования
test_image = 'data\sample_a.png'
predicted_digit = predict_digit(test_image)
print(f'Цифра на изображении: {predicted_digit}')Этот блок кода демонстрирует, как использовать обученную и сохраненную модель для выполнения предсказаний на новых изображениях.
test_image = 'data/sample_a.png' - Задает путь к изображению, на котором необходимо выполнить предсказание. В данном случае это изображение sample_a.png, расположенное в папке data.
predicted_digit = predict_digit(test_image) - Функция принимает путь к изображению, загружает и предобрабатывает изображение, выполняет предсказание с использованием модели и возвращает предсказанную цифру.
print(f'Цифра на изображении: {predicted_digit}') - Выводит предсказанную моделью цифру для указанного изображения в читаемом формате.
Файл create_model.py:
# Импорт модулей
import tensorflow as tf # pip install tensorflow
import numpy as np # pip install numpy
from PIL import Image # pip install pillow
import os
# Параметры
img_height = 28
img_width = 28
# Функция для загрузки и предобработки изображений
def load_images_from_folder(folder):
images = []
labels = []
for label in range(10):
path = os.path.join(folder, str(label))
for filename in os.listdir(path):
img_path = os.path.join(path, filename)
img = Image.open(img_path).convert('L')
img = img.resize((img_width, img_height))
img = np.asarray(img)
img = img / 255.0
images.append(img)
labels.append(label)
return np.array(images), np.array(labels)
# Загрузка и предобработка данных
x_train, y_train = load_images_from_folder('data/train')
x_test, y_test = load_images_from_folder('data/test')
# Убедимся, что данные имеют правильные формы перед reshape
print(f'Количество train-изобр.: {x_train.shape[0]}, высота/ширина: {x_train.shape[1]}x{x_train.shape[2]}px')
print(f'Количество test-изобр.: {x_test.shape[0]}, высота/ширина: {x_test.shape[1]}x{x_test.shape[2]}px')
x_train = x_train.reshape(-1, img_height, img_width, 1)
x_test = x_test.reshape(-1, img_height, img_width, 1)
# Создание модели нейросети с использованием Input
model = tf.keras.models.Sequential([
tf.keras.layers.Input(shape=(img_height, img_width, 1)),
tf.keras.layers.Conv2D(32, (3, 3), activation='relu'),
tf.keras.layers.MaxPooling2D((2, 2)),
tf.keras.layers.Conv2D(64, (3, 3), activation='relu'),
tf.keras.layers.MaxPooling2D((2, 2)),
tf.keras.layers.Flatten(),
tf.keras.layers.Dense(64, activation='relu'),
tf.keras.layers.Dense(10, activation='softmax')
])
# Компиляция и обучение модели
model.compile(optimizer='adam',
loss='sparse_categorical_crossentropy',
metrics=['accuracy'])
model.fit(x_train, y_train, epochs=5)
# Оценка модели
test_loss, test_acc = model.evaluate(x_test, y_test)
print(f'Точность на тестовом наборе данных: {test_acc}')
# Сохранение модели в новом формате Keras
model.save('my_model.keras')
print(f'Модель создана!')
Файл test_model.py:
import tensorflow as tf
import numpy as np
from PIL import Image
# Параметры
img_height = 28
img_width = 28
# Загрузка модели
model = tf.keras.models.load_model('my_model.keras')
# Функции для загрузки и предсказания изображения
def load_image(filepath):
img = Image.open(filepath).convert('L')
img = img.resize((img_height, img_width))
img = np.array(img)
img = img / 255.0
img = img.reshape(-1, img_height, img_width, 1)
return img
def predict_digit(test_img):
img = load_image(test_img)
prediction = model.predict(img)
return np.argmax(prediction)
# Пример использования
test_image = 'data\sample_a.png'
predicted_digit = predict_digit(test_image)
print(f'Цифра на изображении: {predicted_digit}')
Заключение
Сверточные нейронные сети (CNN) представляют собой мощный инструмент для решения задач, связанных с обработкой и анализом изображений. В этой статье мы рассмотрели, как создать собственную CNN для распознавания цифр, будь то рукописные или машинописные. Мы прошли через все этапы — от подготовки данных и создания проекта до обучения и оценки модели, а также научились сохранять модель и использовать её для предсказаний.
Создание и обучение модели на реальных данных позволяет не только понять основные принципы работы CNN, но и получить практический опыт, который можно применять в различных областях. Этот проект демонстрирует, как современные технологии могут быть использованы для решения задач, которые ранее казались сложными и трудоемкими.
Продолжайте экспериментировать и улучшать свою модель, увеличивая объем данных, используя различные архитектуры нейронных сетей и методы оптимизации. Мир машинного обучения и искусственного интеллекта полон возможностей, и каждый новый проект открывает перед вами новые горизонты.
Желаю вам удачи в ваших будущих исследованиях и проектах в области машинного обучения и надеюсь, что эта статья была полезной и вдохновляющей. Пусть ваши нейросети всегда будут точными, а проекты — успешными!
-
09.10.25 08:23
pHqghUme
(select(0)from(select(sleep(15)))v)/*'+(select(0)from(select(sleep(15)))v)+'"+(select(0)from(select(sleep(15)))v)+"*/
-
09.10.25 08:24
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:24
pHqghUme
e
-
09.10.25 08:24
pHqghUme
can I ask you a question please?-1 waitfor delay '0:0:15' --
-
09.10.25 08:25
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:25
pHqghUme
e
-
09.10.25 08:25
pHqghUme
e
-
09.10.25 08:25
pHqghUme
e
-
09.10.25 08:25
pHqghUme
can I ask you a question please?9IDOn7ik'; waitfor delay '0:0:15' --
-
09.10.25 08:26
pHqghUme
can I ask you a question please?MQOVJH7P' OR 921=(SELECT 921 FROM PG_SLEEP(15))--
-
09.10.25 08:26
pHqghUme
e
-
09.10.25 08:27
pHqghUme
can I ask you a question please?64e1xqge') OR 107=(SELECT 107 FROM PG_SLEEP(15))--
-
09.10.25 08:27
pHqghUme
can I ask you a question please?ODDe7Ze5')) OR 82=(SELECT 82 FROM PG_SLEEP(15))--
-
09.10.25 08:28
pHqghUme
can I ask you a question please?'||DBMS_PIPE.RECEIVE_MESSAGE(CHR(98)||CHR(98)||CHR(98),15)||'
-
09.10.25 08:28
pHqghUme
can I ask you a question please?
-
09.10.25 08:28
pHqghUme
can I ask you a question please?'"
-
09.10.25 08:28
pHqghUme
@@olQP6
-
09.10.25 08:28
pHqghUme
(select 198766*667891)
-
09.10.25 08:28
pHqghUme
(select 198766*667891 from DUAL)
-
09.10.25 08:30
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:33
pHqghUme
can I ask you a question please?
-
09.10.25 08:34
pHqghUme
can I ask you a question please?
-
09.10.25 08:34
pHqghUme
if(now()=sysdate(),sleep(15),0)
-
09.10.25 08:35
pHqghUme
e
-
09.10.25 08:36
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:36
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:37
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:37
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:37
pHqghUme
e
-
09.10.25 08:37
pHqghUme
e
-
09.10.25 08:40
pHqghUme
can I ask you a question please?
-
09.10.25 08:40
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:41
pHqghUme
e
-
09.10.25 08:41
pHqghUme
can I ask you a question please?
-
09.10.25 08:42
pHqghUme
can I ask you a question please?
-
09.10.25 08:42
pHqghUme
is it ok if I upload an image?
-
09.10.25 08:42
pHqghUme
e
-
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
-
17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
-
17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
-
17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
-
17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
-
17.10.25 21:42
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
-
17.10.25 21:42
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
-
17.10.25 21:42
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
-
21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
-
21.10.25 11:45
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
-
21.10.25 11:45
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
-
22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
-
22.10.25 11:59
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
-
22.10.25 11:59
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
-
22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
23.10.25 01:52
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
-
23.10.25 01:52
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
-
23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
24.10.25 06:40
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
-
24.10.25 06:40
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
-
24.10.25 06:54
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
-
25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
-
25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
-
25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
-
26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
-
27.10.25 11:15
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
-
27.10.25 11:15
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
-
27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
-
27.10.25 17:20
fatimanorth
The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
-
28.10.25 00:55
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
-
28.10.25 00:55
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
-
29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
-
29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
-
30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
-
30.10.25 12:03
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
Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com
Войти
Регистрация
Похожие новости
Подпишись на telegram канал и узнавай первым обо всех новостях