Junior — Middle
Have you dealt with developing or applying neural networks in your projects?
sobes.tech AI
Answer from AI
Yes, I have worked with neural networks in Python projects, using libraries such as TensorFlow and PyTorch. For example, I developed models for image classification and text processing.
Here's a simple neural network example in Keras for classification:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
model = Sequential([
Dense(64, activation='relu', input_shape=(input_dim,)),
Dense(10, activation='softmax')
])
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
# model.fit(X_train, y_train, epochs=10)
I also used pre-trained models and fine-tuned them for my specific tasks. This allowed me to effectively solve recognition and data analysis problems.