update readme

README.md

@@ -11,68 +11,15 @@ tags:
 - function calling
 - quantization
 ---
-*last updated Dec 6th 2024*
-## About
-[Trelis Research](https://Trelis.com) provides:
-- Advanced LLM fine-tuning scripts.
-- Advanced LLM inference guides.
-- Advanced vision fine-tuning scripts.
-- Advanced voice/transcription fine-tuning scripts.
-- One click LLM API templates
-- Function-calling models.
+*last updated Feb 26th 2024*
+[Trelis LTD](https://trelis.com) is a research company based in Dublin, founded by Ronan McGovern
 
-## ADVANCED Fine-tuning Scripts
+📚Watch Large Language, Vision and Audio Model Tutorials on [YouTube](https://youtube.com/@trelisresearch)
 
-[Get access here](https://trelis.com/advanced-fine-tuning-scripts/)
+🛠 [Explore Fine-tuning, Inference, Vision, Audio, and Evaluation Tools](https://trelis.com/)
 
-- retrieval (bm25, similarity, re-rankers)
-- wikipedia fine-tuning and dataset creation
-- ReFT fine-tuning
-- multi-gpu fine-tuning
-- orpo fine-tuning
-- memorization fine-tuning
-- mamba-fine-tune
-- DPO fine-tuning
-- chat-fine-tuning
-- function-calling fine-tuning
-- long-context fine-tuning
-- quantization
-- supervised-fine-tuning
-- unsupervised-fine-tuning
-
-## ADVANCED Inference
-
-[Get access here](https://trelis.com/enterprise-server-api-and-inference-guide/)
-
-- Server setup, API setup and inference guide for open source models
-- Inference for function calling
-- Monte Carlo Inference Methods
-- Private Data Redaction
-- Structured Data Extraction with LLMs
-- Verified RAG citations
-
-## ADVANCED Vision Fine-tuning
-
-[Get access here](https://trelis.com/advanced-vision/)
-
-- Dataset Preparation
-- Fine-tuning Llava, IDEFICS2
-
-## ADVANCED Transcription and Voice Cloning
-
-[Get access here](https://trelis.com/advanced-transcription/)
-
-- Dataset Generation
-- Fine-tuning Whisper speech-to-text on custom datasets
-- Voice Cloning Fine-tuning / Text-to-Speech
-
-## One-click LLM API/Server Templates
-- Check out the full list [here](https://github.com/TrelisResearch/one-click-llms)
-
-## Function-calling Models and Datasets
+💡 [Consulting (Technical Assistance OR Market Insights)](https://forms.gle/2VXzrBzpvm1BmG6e7)
 
-[Get access here](https://trelis.com/function-calling/)
+🤝 [Join the Trelis Team](https://trelis.com/developer-collaborations/)
 
-- Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Mixtral, 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.
+💸 [Grants Program](https://trelis.com/trelis-ai-grants/)