Update README.md

README.md

@@ -41,7 +41,7 @@ dls = SegmentationDataLoaders.from_label_func(
 )
 ```
 An sample of training images:
-![show_batch](path/to/image)
+![show_batch](show_batch.png)
 
 #### Learner
 Create learner with Dice and JaccardCoeff metrics
@@ -51,7 +51,7 @@ learn = unet_learner(dls, resnet34, metrics=[Dice, JaccardCoeff]).to_fp16()
 
 #### Learning rate
 Learning rate finder
-![lr_find](path/to/image)
+![lr_find](lr_find.png)
 
 #### Fine tuning
 Fine tuning for 12 epochs  
@@ -73,14 +73,14 @@ epoch 	train_loss 	valid_loss 	dice 	jaccard_coeff 	time
 10 	0.143541 	0.158669 	0.833519 	0.714559 	00:39
 11 	0.140083 	0.159437 	0.832745 	0.713422 	00:38
 ```
-![loss_graph](path/to/image)
+![loss_graph](loss_graph.png)
 
 #### Results
 Visualization of results
-![show_results](path/to/image)
+![show_results](show_results.png)
 
 Top losses
-![top_losses](path/to/image)
+![top_losses](top_losses.png)
 
 #### Libraries used:
 `huggingface_hub.__version__`