add youtube video

README.md

@@ -5,25 +5,28 @@ colorFrom: red
 colorTo: green
 sdk: static
 pinned: false
-tags: [llama, jupyter, colab, function calling, QLoRa, fine-tuning]
+tags: [llama, jupyter, colab, function calling, QLoRa, fine-tuning, scripts, fine-tuning]
 ---
 
-# *QLoRa Training Notebook for Small Datasets*
+# *QLoRa Fine-Tuning Scripts/Notebooks for Small Datasets*
 
-Fine-tune HuggingFace language models in Google Colab.
+## QLoRa Training Notebook for Llama 2 (FREE)
+- Access the Google Colab script [here](https://colab.research.google.com/drive/1uMSS1o_8YOPyG1X_4k6ENEE3kJfBGGhH?usp=sharing).
+
+- View the [Youtube Video Here](https://youtu.be/OQdp-OeG1as)
+
+## QLoRa ADVANCED Training Notebook (PAID)
+This advanced script provides improved performance when training with small datasets:
 - Includes a prompt loss-mask for improved performance when structured responses are required.
 - Includes a stop token after responses - allowing the model to provide a short reponse (e.g. a function call) and then stop.
-- Allows for fine-tuning 7B and 13B models with the free plan.
-- Allows for fine-tuning 70B models with Google Colab Pro.
-
-This script is commercially licensed and available for purchase at a price of €14.99 (or $16.49) per seat/user. [Request access here](https://buy.stripe.com/5kA5l69K52Hxf3a006). Access will be provided within 24 hours of purchase.
+- Request [access here](https://buy.stripe.com/5kA5l69K52Hxf3a006). €14.99 (or $16.49) per seat/user. Access will be provided within 24 hours of purchase.
 
 # Function Calling Dataset
 - Commercial dataset allowing language models to be fine-tuned for function calling ([Get access here](https://huggingface.co/datasets/Trelis/function_calling_extended)).
 - Created using only human input or Apache 2 licensed datasets (no third party commercial licensing limitations)
 - Models trained with this dataset:
-- - [Llama-2-7B](https://huggingface.co/Trelis/Llama-2-7b-chat-hf-function-calling) - repo includes Google Colab notebook
-- - [Llama-2-13B](https://huggingface.co/Trelis/Llama-2-13b-chat-hf-function-calling) - repo includes Google Colab notebook
+- - [Llama-2-7B](https://huggingface.co/Trelis/Llama-2-7b-chat-hf-function-calling) - repo includes Google Colab notebook for inference
+- - [Llama-2-13B](https://huggingface.co/Trelis/Llama-2-13b-chat-hf-function-calling) - repo includes Google Colab notebook for inference
 
 # Jupyter Llama
 A Chat Assistant in Jupyter Notebook - Built on Llama 2.