diff --git a/notebooks/speedster/huggingface/Readme.md b/notebooks/speedster/huggingface/Readme.md
index 711f23f8..488455fd 100644
--- a/notebooks/speedster/huggingface/Readme.md
+++ b/notebooks/speedster/huggingface/Readme.md
@@ -1,10 +1,10 @@
-# **HuggingFace Optimization**
+# **Hugging Face Optimization**
 
-This section contains all the available notebooks that show how to leverage Speedster to optimize HuggingFace models.
+This section contains all the available notebooks that show how to leverage Speedster to optimize Hugging Face models.
 
-HuggingFace hosts models that can use either PyTorch or TensorFlow as backend. Both the backends are supported by Speedster.
+Hugging Face hosts models that can use either PyTorch or TensorFlow as backend. Both the backends are supported by Speedster.
 
-## HuggingFace API quick view:
+## Hugging Face API quick view:
 
 ``` python
 from speedster import optimize_model
@@ -53,8 +53,8 @@ res = optimized_model(**input_dict)
 ## Notebooks:
 | Notebook                                                                                                                                                                                     | Description                                                                                     |                                                                                                                                                                                                                                                     |
 |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| [Accelerate HuggingFace PyTorch GPT2](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_GPT2_with_Speedster.ipynb)             | Show how to optimize with Speedster the GPT2 model from Huggingface with PyTorch backend.       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_GPT2_with_Speedster.ipynb)       |
-| [Accelerate HuggingFace PyTorch BERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_BERT_with_Speedster.ipynb)             | Show how to optimize with Speedster the BERT model from Huggingface with PyTorch backend.       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_BERT_with_Speedster.ipynb)       |
-| [Accelerate HuggingFace PyTorch DistilBERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_DistilBERT_with_Speedster.ipynb) | Show how to optimize with Speedster the DistilBERT model from Huggingface with PyTorch backend. | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_DistilBERT_with_Speedster.ipynb) |                                                            |
-| [Accelerate HuggingFace TensorFlow BERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_TensorFlow_BERT_with_Speedster.ipynb)       | Show how to optimize with Speedster the BERT model from Huggingface with TensorFlow backend.    | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_TensorFlow_BERT_with_Speedster.ipynb)    |
-| [Accelerate HuggingFace PyTorch T5](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_T5_with_Speedster.ipynb)                 | Show how to optimize with Speedster the T5 model from Huggingface with PyTorch backend.         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_T5_with_Speedster.ipynb)         |
+| [Accelerate Hugging Face PyTorch GPT2](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_GPT2_with_Speedster.ipynb)             | Show how to optimize with Speedster the GPT2 model from Hugging Face with PyTorch backend.       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_GPT2_with_Speedster.ipynb)       |
+| [Accelerate Hugging Face PyTorch BERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_BERT_with_Speedster.ipynb)             | Show how to optimize with Speedster the BERT model from Hugging Face with PyTorch backend.       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_BERT_with_Speedster.ipynb)       |
+| [Accelerate Hugging Face PyTorch DistilBERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_DistilBERT_with_Speedster.ipynb) | Show how to optimize with Speedster the DistilBERT model from Hugging Face with PyTorch backend. | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_DistilBERT_with_Speedster.ipynb) |                                                            |
+| [Accelerate Hugging Face TensorFlow BERT](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_TensorFlow_BERT_with_Speedster.ipynb)       | Show how to optimize with Speedster the BERT model from Hugging Face with TensorFlow backend.    | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_TensorFlow_BERT_with_Speedster.ipynb)    |
+| [Accelerate Hugging Face PyTorch T5](https://github.com/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_T5_with_Speedster.ipynb)                 | Show how to optimize with Speedster the T5 model from Hugging Face with PyTorch backend.         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/nebuly-ai/nebullvm/blob/main/notebooks/speedster/huggingface/Accelerate_Hugging_Face_PyTorch_T5_with_Speedster.ipynb)         |