Neural Networks 2022.1 - IFSP Campinas

Repository with codes developed during the Neural Networks classes (1st semester 2022) at IFSP Campinas. The original course's name in Portuguese is "Aplicações de Ciência de Dados".
The slides can be found on the course's Moodle page.

Professor: Samuel Martins (Samuka) - @iamsamucoding

Each directory has a base_codes subdirectory with the base codes for the initial development of the topics/activities. In some cases, they are files with the suffix '_base_code'.

Classes/Topics

1. Implementing a Binary Linear Classifier from Scratch in Python
2. Implementing a Binary Linear Classifier from Scratch in Python with Regularization
3. Implementing a Binary Linear Classifier from Scratch in Python with Regularization
4. MLP with Scikit-Learn
5. Regression MLP with Keras
6. Cross-Validation in Regression MLP
7. Fine-Tuning a Regression MLP
8. Using Scikit-Learn Pipelines with a Keras Regression MLP
9. Classification MLP with Keras
10. Classification MLP with Keras + Regularization
11. Visualizing the Architecture of a Keras Model
12. Training our first CNN for Multiclass Image Classification
13. Introduction to OpenCV
14. CNN for Image Classification + Early Stopping Regularization
15. Data Augmentation
16. VGG16 + Transfer Learning
17. VGG16 + Transfer Learning + SVM
18. Dealing with GPU limitations