Junior — Middle
What type of neural network was used in your project?
sobes.tech AI
Answer from AI
My project used a Convolutional Neural Network (CNN). This type of network is well-suited for image processing and pattern recognition due to its ability to extract local features using convolutions.
Example of using CNN in Python with the Keras library:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense
model = Sequential([
Conv2D(32, (3, 3), activation='relu', input_shape=(64, 64, 3)),
MaxPooling2D(pool_size=(2, 2)),
Flatten(),
Dense(128, activation='relu'),
Dense(10, activation='softmax')
])
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
This approach allows for effective training of models for image classification tasks.