updated readme with new links

Author: aladdinpersson

README.md

@@ -38,22 +38,22 @@ If you have any specific video suggestion please make a comment on YouTube :)
 
 ### Basics
 * [![Youtube Link][logo]](https://youtu.be/x9JiIFvlUwk)   [Tensor Basics](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py)
-* [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0)   [Feedforward Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_simple_fullynet.py#L26-L35)
-* [![Youtube Link][logo]](https://youtu.be/wnK3uWv_WkU)   [Convolutional Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/157a5f458f272a513eb6b4a19d6613aec32dc21c/ML/Pytorch/Basics/pytorch_simple_CNN.py#L25-L41)
-* [![Youtube Link][logo]](https://youtu.be/Gl2WXLIMvKA)   [Recurrent Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py)
-* [![Youtube Link][logo]](https://youtu.be/jGst43P-TJA)   [Bidirectional Recurrent Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_bidirectional_lstm.py)
-* [![Youtube Link][logo]](https://youtu.be/g6kQl_EFn84)   [Loading and saving model](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_loadsave.py#L26-L34)
-* [![Youtube Link][logo]](https://youtu.be/ZoZHd0Zm3RY)   [Custom Dataset (Images)](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/aba36b89b438ca8f608a186f4d61d1b60c7f24e0/ML/Pytorch/Basics/custom_dataset/custom_dataset.py#L12-L29)
-* [![Youtube Link][logo]](https://youtu.be/9sHcLvVXsns)   [Custom Dataset (Text)](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/custom_dataset_txt/loader_customtext.py)
-* [![Youtube Link][logo]](https://youtu.be/qaDe0qQZ5AQ)   [Transfer Learning and finetuning](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_pretrain_finetune.py#L33-L54)
-* [![Youtube Link][logo]](https://youtu.be/Zvd276j9sZ8)   [Data augmentation using Torchvision](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_transforms.py#L56-L72)
+* [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0)   [Feedforward Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py)
+* [![Youtube Link][logo]](https://youtu.be/wnK3uWv_WkU)   [Convolutional Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py)
+* [![Youtube Link][logo]](https://youtu.be/Gl2WXLIMvKA)   [Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py)
+* [![Youtube Link][logo]](https://youtu.be/jGst43P-TJA)   [Bidirectional Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_bidirectional_lstm.py)
+* [![Youtube Link][logo]](https://youtu.be/g6kQl_EFn84)   [Loading and saving model](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_loadsave.py)
+* [![Youtube Link][logo]](https://youtu.be/ZoZHd0Zm3RY)   [Custom Dataset (Images)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset)
+* [![Youtube Link][logo]](https://youtu.be/9sHcLvVXsns)   [Custom Dataset (Text)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset_txt)
+* [![Youtube Link][logo]](https://youtu.be/qaDe0qQZ5AQ)   [Transfer Learning and finetuning](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_pretrain_finetune.py)
+* [![Youtube Link][logo]](https://youtu.be/Zvd276j9sZ8)   [Data augmentation using Torchvision](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_transforms.py)
 * [![Youtube Link][logo]](https://youtu.be/rAdLwKJBvPM)   [Data augmentation using Albumentations](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/albumentations_tutorial)
-* [![Youtube Link][logo]](https://youtu.be/RLqsxWaQdHE)   [TensorBoard Example](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/Basics/pytorch_tensorboard_.py#L72-L120)
-* [![Youtube Link][logo]](https://youtu.be/y6IEcEBRZks)   [Calculate Mean and STD of Images](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/55637e6afbb8cc8be6a63e04bbc899704f862911/ML/Pytorch/Basics/pytorch_std_mean.py#L41-L53)
-* [![Youtube Link][logo]](https://youtu.be/RKHopFfbPao)   [Simple Progress bar]()
+* [![Youtube Link][logo]](https://youtu.be/RLqsxWaQdHE)   [TensorBoard Example](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py)
+* [![Youtube Link][logo]](https://youtu.be/y6IEcEBRZks)   [Calculate Mean and STD of Images](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_std_mean.py)
+* [![Youtube Link][logo]](https://youtu.be/RKHopFfbPao)   [Simple Progress bar](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_progress_bar.py)
 * [![Youtube Link][logo]](https://youtu.be/1SZocGaCAr8)   [Deterministic Behavior](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/set_deterministic_behavior/pytorch_set_seeds.py)
-* [![Youtube Link][logo]](https://youtu.be/P31hB37g4Ak)   [Learning Rate Scheduler](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py#L45-L78) 
-* [![Youtube Link][logo]](https://youtu.be/xWQ-p_o0Uik)   [Initialization of weights](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/804c45e83b27c59defb12f0ea5117de30fe25289/ML/Pytorch/Basics/pytorch_init_weights.py#L35-L49)
+* [![Youtube Link][logo]](https://youtu.be/P31hB37g4Ak)   [Learning Rate Scheduler](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py) 
+* [![Youtube Link][logo]](https://youtu.be/xWQ-p_o0Uik)   [Initialization of weights](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_init_weights.py)
 
 
 ### More Advanced