Deep Learning and AI Superhero

Answers

1. c) Generate a lower-dimensional representation of data
2. b) VAEs use probabilistic approaches to generate outputs, while Autoencoders do not
3. b) GANs consist of a generator and a discriminator that compete against each other
4. c) They reduce the training time and computational cost by reusing knowledge from previous tasks
5. b) It allows deep learning models to run on resource-constrained devices such as mobile phones and IoT devices
6. b) ONNX ensures compatibility across multiple deep learning frameworks like PyTorch and TensorFlow
7. a) AWS, Google Cloud, and Azure
8. b) AWS Lambda or Google Cloud Functions
9. b) They can maintain long-term dependencies and solve the vanishing gradient problem
10. c) The discriminator differentiates between real and fake images ...