Update README.md

README.md

@@ -6,6 +6,7 @@ colorTo: green
 sdk: static
 pinned: true
 tags:
+- inference
 - function calling
 - long context
 - mistral
@@ -16,46 +17,41 @@ tags:
 - SFT
 - fine-tuning
 ---
-*last updated Dec 7th 2023*
+*last updated Dec 20th 2023*
 ## About
 Trelis Research provides:
-- Function-calling models
+- Function-calling models.
 - Advanced fine-tuning scripts.
 - Advanced inference guides.
+- One click LLM API templates
 
 ## Function-calling Models and Datasets
 
-[Learn more here](https://trelis.com/function-calling/)
+[Get access here](https://trelis.com/function-calling/)
 
-- Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more
-- [Dataset to fine-tune models for function calling](https://huggingface.co/datasets/Trelis/function_calling_v3)
-- Scripts to fine-tune models for function calling and structured responses
+- Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more. [Collection here](https://huggingface.co/collections/Trelis/function-calling-v3-657199ecbe378693925c7915)
+- Dataset to fine-tune models for function calling. [Access here](https://huggingface.co/datasets/Trelis/function_calling_v3)
+- Scripts to fine-tune models for function calling and structured responses.
 
 ## ADVANCED Fine-tuning Scripts
 
-[Learn more here](https://trelis.com/advanced-fine-tuning-scripts/)
+[Get access here](https://trelis.com/advanced-fine-tuning-scripts/)
 
 1. Unsupervised + Supervised Fine-tuning Notebooks
+1. Chat fine-tuning scripts
+1. Long context fine-tuning scripts
+1. Function calling fine-tuning
 1. Q&A Dataset Preparation + Cleaning Scripts
 1. Scripts to create and use Embeddings
 1. Quantization Scripts
-1. Chat fine-tuning Scripts
-2. Function calling fine-tuning
 
 ## ADVANCED Inference
-- 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)
-- [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)
-- [Llama 2 70B](https://tinyurl.com/2szykc6m)
+[Get access here](https://trelis.com/enterprise-server-api-and-inference-guide/)
 
-## Summarise-Me.com
-- [Summarise PDFs and websites up to 60,000 words](https://Summarise-Me.com)
+- Server setup, API setup and inference guide for open source models.
+- Inference for function calling.
 
-## Other Top Tutorials
-- [Run Code Llama on a Mac with an M1 Chip](https://www.youtube.com/watch?v=a1JlzUzHL-I)
-- [Run Llama 2 with 32k Context Length](https://www.youtube.com/watch?v=ELax81LjFhU)
+## One-click LLM API/Server Templates
+- Check out the full list [here](https://github.com/TrelisResearch/one-click-llms)
+- Includes Llama 70B, Mistral 7B, Mixtral 8x7B and many more