Introduction to Neural Network elective IFB 1/2021

Introdução a Redes Neurais Optativa IFB 1/2021
10/05/2021 - 18/09/2021
Prof. Lucas Paes Moreira
Grade: A or 10

Activity 1 - atividade_01.ipynb

Dataset: Mnist

• only dense layers.

Validation accuracy: 97.98%

Activity 2 - atividade_02.ipynb

Dataset: Fashion mnist

• Convolutional NN

Validation accuracy: 91.57%

Activity 3 - atividade_03.ipynb

Dataset: 150 Pokemon unbalanced classes

• Convolutional NN
• Data Augmentation
• Class Weights
• Transfer Learning with some deactivated layers

Validation accuracy: 95.09%