ist-meic-ap-g14

Deep Learning project of group 14 - MEIC @ IST 2023/2024.

Usage Guide

In order to run the labs or the homeworks, it is necessary to configure the Anaconda environment. To do so, run the following commands:

conda env create -f environment.yml
conda activate IST_DL21_Env

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Labs

1. Lab 1 - Introduction to Jupyter Notebook, Python, Numpy and Matplotlib
2. Lab 2 - Perceptron
3. Lab 3 - Linear and Logistic Regression
4. Lab 4 - Multilayer Perceptron
5. Lab 5 - PyTorch
6. Lab 6 - Convolutional Neural Networks
7. Lab 7 - Recurrent Neural Networks
8. Lab 8 - Attention Mechanisms coming soon

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Homeworks

1. Homework 1 - Perceptron, Logistic Regression and Multilayer Perceptron
2. Homework 2 - CNNs, RNNs, Attention and Transformers

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Authors

• 110860 André Jesus
• 110893 Nyckollas Brandão

@IST
Master in Computer Science and Computer Engineering
Deep Learning - Group 14
Winter Semester of 2023/2024