Deep Learning Self-study Homeworks

I decided to self-study deep learning. Here is my take on the homeworks proposed on the course Deep Learning 2021 offered by Instituto Superior Técnico, University of Lisbon, Portugal.

Homework 1

• Linear regression
• Logistic regression
• Perceptron
• Multi-layer perceptron
• Stochastic gradient descent
• Pytorch & numpy

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Homework 2

• Image classification with CNNs
• Image captioning with encoder-decoder models
• Attention mechanisms
• Pytorch