semana |
|
T |
L |
Proposed subject |
Class notes |
to do |
1 |
12/jun |
2 |
|
Introduction to
Neural Networks & Machine Learning & Deep Learning |
aula1-intro |
VideoLectures |
|
|
2 |
|
|
|
|
2 |
19/jun |
2 |
|
Convolutional
Neural Networks |
aula2-deeplearning |
|
|
|
2 |
|
|
aula3-CNN |
Assignment - Family - CNN
Assignment - Species - CNN
|
3 |
26/jun |
2 |
|
Siamese
Neural Networks |
aula4-SNN |
Assignment2a - TL - Family |
|
|
2 |
|
Transfer Learning |
aula5-TL |
Assignment2b - TL - Species |
4 |
03/jul |
2 |
|
|
|
|
|
|
2 |
|
|
|
|
5 |
10/jul |
2 |
|
Generative Adversarial Neural Networks |
aula6-GAN
|
Assignment3b - GAN |
|
|
2 |
|
Recurrent Neural Networks & LSTM |
aula7-LSTM
|
Assignment3a - LSTM
|
6 |
17/jul |
2 |
|
|
|
|
|
|
2 |
|
|
|
|
|
|
|
|
|
|
|
7 |
07/aug |
2 |
|
Apache Hadoop, Kafka, Spark |
aula8a-BD
|
Assignment4 - BigData |
|
|
2 |
|
|
aula8b-Spark-Kafka
|
|
8 |
14/aug |
2 |
|
Geometric Deep Learning (M.Vaz), Differentiable Neural Computer (A.
Santos) |
|
|
|
|
2 |
|
Deep Predictive Coding Network (L. Schneider) |
|
|
9 |
21/aug |
2 |
|
Pointer Networks (P. Palar),
Open-set Network (B. Solari) |
|
|
|
|
2 |
|
Deep Q-Learning (R. Tchalski),
Capsule Networks (N. Dalmedico), Branch CNN (L. Albini) |
|
|
10 |
28/aug |
2 |
|
Discussion about the final project |
|
|
|
|
2 |
|
|
|
|
11 |
04/sep |
2 |
|
Graph Neural Network Model
(O. Jorge) |
|
|
|
|
2 |
|
Discussion about the final project |
|
|
12 |
11/sep |
2 |
|
Checkpoint for the final project |
|
|
|
|
2 |
|
|
|
|
|
02/oct |
|
|
"Article-like" report due |
|
|
|
09/oct |
|
|
Seminary for presentation of the final project |
|
|