محتوى الدورة
Pytorch Tutorial - Setting up a Deep Learning Environment (Anaconda & PyCharm) Complete Pytorch Tensor Tutorial (Initializing Tensors, Math, Indexing, Reshaping) Pytorch Neural Network example Pytorch CNN example (Convolutional Neural Network) Pytorch RNN example (Recurrent Neural Network) Pytorch Bidirectional LSTM example How to save and load models in Pytorch Pytorch Transfer Learning and Fine Tuning Tutorial How to build custom Datasets for Images in Pytorch How to build custom Datasets for Text in Pytorch Pytorch Data Augmentation using Torchvision Albumentations Tutorial for Data Augmentation (Pytorch focused) How to deal with Imbalanced Datasets in PyTorch - Weighted Random Sampler Tutorial PYTORCH COMMON MISTAKES - How To Save Time 🕒 Pytorch TensorBoard Tutorial Pytorch LeNet implementation from scratch Pytorch VGG implementation from scratch Pytorch GoogLeNet / InceptionNet implementation from scratch Pytorch ResNet implementation from Scratch EfficientNet from scratch in Pytorch Pytorch Image Captioning Tutorial Pytorch Neural Style Transfer Tutorial An Introduction to Generative Adversarial Networks (GANs) Building our first simple GAN DCGAN implementation from scratch WGAN implementation from scratch (with gradient penalty) Pytorch Conditional GAN Tutorial Pix2Pix implementation from scratch CycleGAN implementation from scratch ProGAN implementation from scratch SRGAN implementation from scratch ESRGAN implementation from scratch Pytorch Text Generator with character level LSTM Pytorch Torchtext Tutorial 1: Custom Datasets and loading JSON/CSV/TSV files Pytorch Torchtext Tutorial 2: Built in Datasets with Example Pytorch Torchtext Tutorial 3: From Textfiles to Dataset Einsum Is All You Need: NumPy, PyTorch and TensorFlow Pytorch Seq2Seq Tutorial for Machine Translation Pytorch Seq2Seq with Attention for Machine Translation Pytorch Transformers from Scratch (Attention is all you need) Pytorch Transformers for Machine Translation PyTorch Image Segmentation Tutorial with U-NET: everything from scratch baby Introduction to Object Detection in Deep Learning Intersection over Union Explained and PyTorch Implementation Non Max Suppression Explained and PyTorch Implementation Mean Average Precision (mAP) Explained and PyTorch Implementation YOLOv1 from Scratch YOLOv3 from Scratch PyTorch Quick Tip: Mixed Precision Training (FP16) PyTorch Quick Tip: How to get a Progress Bar Pytorch Tutorial - Setting up a Deep Learning Environment (Anaconda & PyCharm) Complete Pytorch Tensor Tutorial (Initializing Tensors, Math, Indexing, Reshaping) Pytorch Neural Network example Pytorch CNN example (Convolutional Neural Network)

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