J. Correia Lopes

FEUP/DEI & INESC TEC

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teach:fpro:lectures:26

T: 10/01/2019

Master in Informatics and Computing Engineering
Programming Fundamentals
Instance: 2018/2019


Lecture #26 :: 10/01/2019

Invited talk — Introduction to Deep Learning using Keras

Speaker

  • Pedro Martins Ferreira

Agenda

  • Machine Learning and its main problems
  • Introduction to Deep Learning
    • What is a Neural Network?
    • Neural Network representation
    • Loss functions
    • Parameter estimation
  • Image classification using Keras
    • The CIFAR-10 dataset
    • Implementation of a fully connected neural network
    • Implementation of a convolutional neural network

Materials

Summary

  • Invited talk "Introduction to Deep Learning using Keras" by Pedro Martins Fereira (PDEEC)

FPRO, 2018/19

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teach/fpro/lectures/26.txt · Last modified: 12/01/2019 13:08 by Correia Lopes