Update README.md

README.md

@@ -8,9 +8,10 @@ pipeline_tag: text-generation
 
 Falcon-40b-chat-oasst1 is a chatbot-like model for dialogue generation. It was built by fine-tuning [Falcon-40B](https://huggingface.co/tiiuae/falcon-40b) on the [OpenAssistant/oasst1](https://huggingface.co/datasets/OpenAssistant/oasst1) dataset. 
 - The model was fine-tuned in 4-bit precision using `peft`, `transformers`, and `bitsandbytes`.
-- The training relied on a method called "Low Rank Adapters" ([LoRA](https://arxiv.org/pdf/2106.09685.pdf)), specifically the [QLoRA](https://arxiv.org/abs/2305.14314) variant. Instead of fine-tuning the entire model you fine-tune lightweight adapters and load them inside the base model at inference. 
-- Training took approximately 10 hours and was executed on a workstation with a single A100-SXM NVIDIA GPU with 37 GB of available memory (via Google Colab).
-- See attached [Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code (and hyperparams) used to train the model. 
+- The training relied on a method called "Low Rank Adapters" ([LoRA](https://arxiv.org/pdf/2106.09685.pdf)), specifically the [QLoRA](https://arxiv.org/abs/2305.14314) variant.
+  - Instead of fine-tuning the entire model you fine-tune lightweight adapters and load them inside the base model at inference. 
+- Training took approximately 10 hours and was executed on a workstation with a single A100-SXM NVIDIA GPU, with 37 GB of available memory.
+- See attached [Colab Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code and hyperparams used to train the model. 
 
 ## Model Summary
 
@@ -163,7 +164,7 @@ print('\n\n', tokenizer.decode(output_tokens[0], skip_special_tokens=True))
 
 ## Reproducibility
 
-- See attached [Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code (and hyperparams) used to train the model. 
+- See attached [Colab Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code (and hyperparams) used to train the model. 
 
 ### CUDA Info