Autoencoders and GANs - Modern GAN architectures

1 Autoencoders and GANs - Introduction to Autoencoders

2 Autoencoders and GANs - PCA using Autoencoder

3 Autoencoders and GANs - Stacked autoencoders (Part I)

4 Autoencoders and GANs - Stacked autoencoders (Part II)

5 Autoencoders and GANs - Other types of autoencoders

6 Autoencoders and GANs - Overcomplete autoencoders

7 Autoencoders and GANs - Introduction to GANs

8 Autoencoders and GANs - Difficulty with training GANs

9 Autoencoders and GANs - Modern GAN architectures

10 Autoencoders and GANs - MCQs - What is an Autoencoder?

11 Autoencoders and GANs - MCQs - Autoencoder tries to learn which function?

12 Autoencoders and GANs - MCQs - In Autoencoder no. of neurons in the output layer must be?

13 Autoencoders and GANs - MCQs - Dimensionality of codings is?

14 Autoencoders and GANs - MCQs - Autoencoder which has fewer units in the hidden layer is an?

15 Autoencoders and GANs - MCQs - Which of the following is an application of autoencoders?

16 Autoencoders and GANs - MCQs - Under what conditions does an autoencoder perform PCA?

17 Autoencoders and GANs - MCQs - Advantages of using autoencoder to reduce the dataset’s dimensionality are

18 Autoencoders and GANs - MCQs - When using Unsupervised Pretraining Using Stacked Autoencoders, the Neural Network doesn’t need to learn

19 Autoencoders and GANs - MCQs - In denoising autoencoders, which noise is added?

20 Autoencoders and GANs - MCQs - In denoising autoencoder noise is applied to

21 Autoencoders and GANs - MCQs - During training a GAN backpropagation optimizes the weight of?

22 Autoencoders and GANs - MCQs - Generator in GAN is similar to?

23 Autoencoders and GANs - MCQs - Discriminator in GAN is?

24 Autoencoders and GANs - MCQs - Why does mode collapse occur?

25 Autoencoders and GANs - MCQs - How is the mean computed in DCGANs?