Deep Learning Projects

This repository contains projects developed for 'Deep Learning' course on MIMUW:

Assignment 1:

1. Construct convolutional neural network.
2. Implement flexible architecture.
3. Visualize the results via occlusion and gradient heatmaps.

Assignment 2:

1. Implement U-net.
2. Use the network for instance segmentation task.

Assignment 3:

1. Create word embedder based on 2-way LSTMs.
2. Analyse the results.