Update README.md

README.md

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 # sd-concepts-library-buhu-art-style
 
-This repository contains a trainning script that fetch the list of art work produced by [![ArtStation](https://img.shields.io/badge/ArtStation-Profile-blue)](https://www.artstation.com/buhu)[Bruce](https://bruceelysium.com) and a Stable Diffusion pipe that generates images using the model, under the instruction of [Stable Diffusion concepts library](https://huggingface.co/sd-concepts-library). 
+This repository contains a training script that fetches the list of artwork produced by\ [![ArtStation](https://img.shields.io/badge/ArtStation-Profile-blue)](https://www.artstation.com/buhu)[Bruce](https://bruceelysium.com) and a Stable Diffusion pipe that generates images using the model, under the instruction of [Stable Diffusion concepts library](https://huggingface.co/sd-concepts-library). 
 
 ## Usage
 
 - Open Stable Diffusion usage pipe in Colab. Edit your prompt with tag \<buhu\> at the end of the file.  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/bsyh/sd-concepts-library-buhu-art-style/blob/main/stable_conceptualizer_inference.ipynb)
 - Load pre-trainned model. [![Hugging Face Model](https://img.shields.io/badge/Hugging%20Face-ModelHub-orange)](https://huggingface.co/sd-concepts-library/buhu-art-style)
-- (Optional) if you want to train the model by yourself, use the Model Trainner. [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/bsyh/sd-concepts-library-buhu-art-style/blob/main/sd_textual_inversion_training.ipynb)
+- (Optional) If you want to train the model by yourself, use the Model Trainer. [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/bsyh/sd-concepts-library-buhu-art-style/blob/main/sd_textual_inversion_training.ipynb)
 
 ## Example
 human painted  image