Deep neural networks

Graudate course (laboratory), University of Warsaw, Faculty of Mathematics, Informatics and Mechanics, 2023

Neural Network Fundamentals (Activation functions, Loss functions, Optimizers, Regularization), Hardware and Software for Deep Learning, Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs) and Transformers, Generative Adversarial Networks (GANs), Reinforcement Learning, New Advancements in Neural Networks, Applications