Update README.md

README.md

@@ -4,22 +4,22 @@ datasets:
 - ILSVRC/imagenet-1k
 pipeline_tag: image-classification
 ---
-# Intro:
+# Introduction
 
-This repository stores the model for Resnet50v1.5 to be compatible with the Kalray's neural network API. </br>
+This repository stores the model for Resnet50v1.5, compatible with Kalray's neural network API. </br>
 Please see www.github.com/kalray/kann-models-zoo for details and proper usage. </br>
 Please see https://huggingface.co/docs/transformers/main/en/model_doc/resnet for Resnet model description. </br>
 
-# Contents:
+# Contents
 
 - ONNX:   resnet50v1.5.onnx
 - TFLite: resnet50v1.5.tflite
 
-# Lecture note reference:
+# Lecture note reference
 
 Deep Residual Learning for Image Recognition, https://arxiv.org/pdf/1512.03385.pdf
 
-# Repository or links references:
+# Repository or links references
 
 https://pytorch.org/vision/main/models/generated/torchvision.models.resnet50.html#torchvision.models.resnet50