Deep Learning Models By A Staff Writer / July 10, 2025 Welcome to your Deep Learning Models Level: Expert What is the primary purpose of a convolutional layer in a CNN? Reduce computation costs Detect and extract features from images Train faster noise to the dataset None Which activation function is commonly used in deep learning due to its computational efficiency? Sigmoid ReLU Hyperbolic Tangent (Tanh) Softmax None What is "dropout" in the context of neural networks? Removing neurons during training to prevent overfitting Excluding layers from the architecture Stopping training midway Increasing the learning rate None Which optimization algorithm adjusts the learning rate dynamically for each parameter? Stochastic Gradient Descent (SGD) Adam Momentum Batch Normalization None What does "transfer learning" involve? Training a model from scratch Using a pre-trained model and adapting it for a new task Moving data from one server to another Copying weights between two unrelated models None Time's up
