update readme

README.md

@@ -10,28 +10,32 @@ pinned: false
 ---
 
 # LLM From Scratch
+
 _Ibrahim Khalid_
 
-The hosted project is available on [HuggingFace](https://huggingface.co/spaces/ibrahimmkhalid/llm-from-scratch)  
+The hosted project is available on [HuggingFace](https://huggingface.co/spaces/ibrahimmkhalid/llm-from-scratch)
 
 The purpose of this project is to build a simple large language model from scratch.
 
-
 This repo is following the guide from https://www.youtube.com/watch?v=UU1WVnMk4E8
 
 In this repo:
-- ./shakespeare.txt - This is a sample text used for training a smaller scale model
-- ./bigram_testing.sync.ipynb - This notebook is where I test a basic BiGram model
-- ./gpt_shakespeare.sync.ipynb - Notebook implementing simple GPT model using entire works of shakespeare
-- ./gpt_openwebtext.sync.ipynb - Notebook implementing GPT model based on the [OpenWebText Corpus](https://skylion007.github.io/OpenWebTextCorpus/)
 
+- ./shakespeare.txt - This is a sample text used for training a smaller scale model
+- ./bigram/bigram_testing.sync.ipynb - This notebook is where I test a basic BiGram model
+- ./bigram/bigram_testing.sync.py - Python script for BiGram testing
+- ./simple_gpt/gpt_shakespeare.sync.ipynb - Notebook implementing simple GPT model using entire works of shakespeare
+- ./simple_gpt/gpt_shakespeare.sync.py - Python script for GPT shakespeare model
 
 ### Prepare environment
+
 ```
-pip install -r ./requirements-base.txt  
-pip install -r ./requirements-pytorch.txt
+pip install -r ./pre-requirements.txt
+pip install -r ./requirements.txt
 ```
+
 ---
-[On GitHub](https://github.com/ibrahimmkhalid/llm-from-scratch)  
+
+[On GitHub](https://github.com/ibrahimmkhalid/llm-from-scratch)
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference