Programming, Data Analysis, and Deep Learning in Python (Offered by "Serious Games Chair" by Prof. Dr. Jörg Müller WS 2020/21)
This repo contains the respective application of some interesting sub topics covered during the lectures and extension of some assignment problems.
| Topic | Description |
|---|---|
| Regression and normalization | Regression: Predicting House Prices and the effect of data normalization |
| Overfitting and Underfitting | Weight regularization, Early stopping and dropout |
| Multiclass Classification | Reuters dataset with 90 classes |
| Sentiment Analysis | IMDB review sentiment prediction |
| Image Classification | MNIST dataset with 10 classes |