Neural Networks and Deep Learning Projects

Assignments of Neural Network and Deep Learning

1. Supervised Deep Learning on FashionMNIST dataset

1.1 Regression Task on noisy polinomial function
1.2 Classification of FashionMNIST dataset

2. Convolutional Autoencoders

2.1 Reconstruction through a Convolutional Autoencoder on FashionMNIST
2.2 Classification through fine tuning
2.3 Implementation of a GAN as generative model

3. Deep Reinforcement Learning

3.1 Deep-Q-Learning algorithm