Nov 19th 2023 updates

README.md

@@ -6,21 +6,24 @@ colorTo: green
 sdk: static
 pinned: true
 tags:
-- llama
-- code-llama
+- function calling
+- long context
 - mistral
 - deepseek
-- jupyter
-- colab
-- function calling
-- QLoRa
-- fine-tuning
-- scripts
+- yi
+- code-llama
+- quantization
+- SFT
 - fine-tuning
 ---
-*last updated Nov 7th 2023*
+*last updated Nov 19th 2023*
 ## About
-Trelis Research provides tools and tutorials for training, using and deploying large language models.
+Trelis Research provides specialised fine-tuned models AND fine-tuning scripts.
+
+## Function-calling Models and Datasets
+- [Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more](https://trelis.com/function-calling/)
+- [Dataset to fine-tune models for function calling](https://huggingface.co/datasets/Trelis/function_calling_extended)
+- [Scripts to fine-tune models for function calling and structured responses](https://trelis.com/function-calling/)
 
 ## ADVANCED Fine-tuning Scripts
 
@@ -30,17 +33,14 @@ Trelis Research provides tools and tutorials for training, using and deploying l
 1. Q&A Dataset Preparation + Cleaning Scripts
 1. Scripts to create and use Embeddings
 1. Quantization Scripts
-
-## Function-calling Models and Datasets
-- [Llama 2 and Mistral 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)
+1. Chat fine-tuning Scripts
 
 ## LLM Server Setup
-- Server and inference setup for Llama, CodeLlama and DeepSeek models.
+- Server setup and inference guide for open source models.
 - Inference for function calling.
 - [Video: Run Llama 2 on AWS](https://youtu.be/Ror2xOOA-VE)
 - [Video: Deploy a Llama API in 5 clicks](https://youtu.be/dJ69gY0qRbg)
-- [Purchase access to the GitHub repo](https://buy.stripe.com/9AQ28UcWh4PF1ckeV9)
+- [Learn more here](https://trelis.com/enterprise-server-api-and-inference-guide/)
 
 ## One-click LLM API/Server Templates
 - [Runpod affiliate link](https://tinyurl.com/yjxbdc9w)