Update README.md

README.md

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-# mistral7b-fine-tuned-qlora
 
 <img src="https://www.kdnuggets.com/wp-content/uploads/selvaraj_mistral_7bv02_finetuning_mistral_new_opensource_llm_hugging_face_3.png" alt="im" width="700" />
 
-
+# mistral7b-fine-tuned-qlora
 
 This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on  [timdettmers/openassistant-guanaco](https://huggingface.co/datasets/timdettmers/openassistant-guanaco) dataset.
 
 ## Usage guidance
 
-Please refer to [this](https://github.com/shirinyamani/mistral7b-lora-finetuning/blob/main/misral_7B_updated.ipynb) notebook for a complete demo including notes regarding cloud deployment
+Please refer to [this notebook](https://github.com/shirinyamani/mistral7b-lora-finetuning/blob/main/misral_7B_updated.ipynb) for a complete demo including notes regarding cloud deployment
 
 ### Training hyperparameters