Assignments for Lab Vision Systems

Links

• Course website

Assignment topics

1. PyTorch basics, Autograd and Fully Connected Neural Networks
2. Optimization & Convolutional Neural Networks (CNNs)
3. Popular Architectures and Transfer Learning
4. Recurrent Neural Networks (RNNs & LSTM)
5. Autoencoders (AEs), Denoising and Variational AEs
6. Generative Adversarial Networks (GANs)
7. Deep Metric and Similarity Learning
8. Semantic Segmentation and Introduction to Final Project

Setup

System requirements

sudo add-apt-repository ppa:deadsnakes/ppa
sudo apt-get update
sudo apt install -y python3.12 python3.12-venv python-is-python3

Configuring venv

python3.12 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

Points

Assignment	Max	Points
1	100	100
2	100	100
3	100	75
4	100	100
5	100	100
6	100	100
7	100
SUM	700