oct 8th update

README.md

@@ -7,10 +7,16 @@ sdk: static
 pinned: false
 tags: [llama, code-llama, jupyter, colab, function calling, QLoRa, fine-tuning, scripts, fine-tuning]
 ---
-*last updated Oct 1st 2023*
+*last updated Oct 8th 2023*
 ## About
 Trelis Research provides tools and tutorials for training, using and deploying large language models.
 
+## Advanced Fine-tuning Scripts
+Fine-tune LLMs for style, content or structured responses.
+- Scripts included for supervised and unsupervised fine-tuning, data-preparation, quantisation and embeddings.
+- [View the three part YouTube series on embeddings, supervised and unsupervised fine-tuning](https://youtu.be/egnf8L-EUJU)
+- [Purchase access to the GitHub repo](https://buy.stripe.com/cN27tef4p2Hx2go4gD)
+
 ## Function-calling Models and Datasets
 - [Llama 2 models fine-tuned for function calling, 7B, 13B, 70B, CodeLlama 34B](https://huggingface.co/Trelis/Llama-2-7b-chat-hf-function-calling-v2)
 - [Dataset to fine-tune models for function calling](https://huggingface.co/datasets/Trelis/function_calling_extended)
@@ -20,15 +26,9 @@ Trelis Research provides tools and tutorials for training, using and deploying l
 - [Video: Deploy a Llama API in 5 clicks](https://youtu.be/dJ69gY0qRbg)
 - [Purchase access to the GitHub repo](https://buy.stripe.com/9AQ28UcWh4PF1ckeV9)
 
-## Fine-tuning Scripts
-Fine-tune LLMs for style, content or structured responses
-- [View the three part YouTube series on embeddings, supervised and unsupervised fine-tuning](https://youtu.be/egnf8L-EUJU)
-- [Purchase access to the GitHub repo](https://buy.stripe.com/cN27tef4p2Hx2go4gD)
-
 ## One-click LLM API/Server Templates
 - [Runpod affiliate link](https://tinyurl.com/yjxbdc9w)
 - [Llama 2 70B](https://tinyurl.com/2szykc6m)
-- [Llama 2 Long Context](https://tinyurl.com/yesu9xnh)
 
 ## Summarise-Me.com
 - [Summarise PDFs and websites up to 60,000 words](https://Summarise-Me.com)