Examples from my Deep Learning lectures at the Silesian University of Technology
- Lecture 1. Introduction to Python, Pandas, Numpy, Matplotlib, Jupyter Notebooks
- Lecture 2. Introduction to Data Mining, Scikit-learn, Keras/Tensorflow
- Lecture 3. Neural networks, Keras/Tensorflow, introduction to Convolutional Neural Networks
- Lecture 4. Convolutional Neural Networks (CNN), advanced Keras/Tensorflow - callbacks, augmentation, transfer learning
- Lecture 5. Recurrent Neural Networks (RNN)
- Lecture 6. Gradient Tape, Hypernetworks and Adversarial Attacks