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Deep Learning Tutorials

This repository contains three Deep Learning tutorials which I wrote for the Machine Learning course at University of Modena and Reggio Emilia.

They have been designed for a three hours class, in which students can get to know automatic differentiation and SGD and design some simple Neural Networks.

  • Tutorial 1: Training a Linear Regression model with SGD and Keras backend.
  • Tutorial 2: Multilayer Perceptron in Keras on the MNIST dataset
  • Tutorial 3: A Convolutional Neural Network trained on the CIFAR10 dataset

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