Special Github repository for Deep Learning models in healthcare - 1402 (2023) - Tarbiat Modares university - PyTorch workshop - TAs: Sina Ghorbani, Mina mohammadi
-
Pytorch as Numpy (Quick recap on Linear Algebra)
-
Artificial Neuron and MLP
-
Regularization Techniques, Loss Functions, and Optimizers
-
Classical Image Processing and CNNs (From Scratch)
-
CNNs (Well-known Models) and Transfer Learning
-
Custom Datasets and Custom Models
-
RNNs and Gated RNNs
-
Attention Mechanism and Transformers
-
Generative Adversarial Networks (GAN, CGAN, DCGAN, WGAN, WGAN-GP)