Advanced-Topics-in-Neural-Networks-Template-2025

Repository for the Advanced Topics in Neural Networks laboratory, "Alexandru Ioan Cuza" University, Faculty of Computer Science, Master degree.

Companion repository: AI-Learning-Hub

Environment setup

1. AI-Learning-Hub/how_to/install_pytorch
2. AI-Learning-Hub/how_to/use_google_colab
3. AI-Learning-Hub/how_to/use_kaggle

Recommended resources:

• AI-Learning-Hub/foundations
• AI-Learning-Hub/resources

Table of contents

• Lab01: Intro, Advanced Tensor Operations, PyTorch Recap (Homework 1: Multi Layer Perceptron + Backpropagation)
• Lab02: Datasets, DataLoaders, Data Augmentation, Efficient Training Pipelines
• Lab03: Efficient Training Pipelines, Efficient Inference Pipelines, Test Time Augmentation (Homework 2: Training VGG-13)

2024 archive