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@@ -16,19 +16,19 @@ tags:
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  - SFT
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  - fine-tuning
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  ---
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- *last updated Nov 19th 2023*
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  ## About
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  Trelis Research provides:
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- - Specialised fine-tuned models
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  - Advanced fine-tuning scripts.
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- - Inference guides.
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  ## Function-calling Models and Datasets
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  [Learn more here](https://trelis.com/function-calling/)
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  - Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more
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- - [Dataset to fine-tune models for function calling](https://huggingface.co/datasets/Trelis/function_calling_extended)
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  - Scripts to fine-tune models for function calling and structured responses
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  ## ADVANCED Fine-tuning Scripts
@@ -40,8 +40,9 @@ Trelis Research provides:
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  1. Scripts to create and use Embeddings
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  1. Quantization Scripts
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  1. Chat fine-tuning Scripts
 
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- ## LLM Server Setup
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  - Server setup and inference guide for open source models.
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  - Inference for function calling.
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  - [Video: Run Llama 2 on AWS](https://youtu.be/Ror2xOOA-VE)
 
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  - SFT
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  - fine-tuning
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  ---
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+ *last updated Dec 7th 2023*
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  ## About
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  Trelis Research provides:
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+ - Function-calling models
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  - Advanced fine-tuning scripts.
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+ - Advanced inference guides.
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  ## Function-calling Models and Datasets
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  [Learn more here](https://trelis.com/function-calling/)
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  - Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more
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+ - [Dataset to fine-tune models for function calling](https://huggingface.co/datasets/Trelis/function_calling_v3)
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  - Scripts to fine-tune models for function calling and structured responses
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  ## ADVANCED Fine-tuning Scripts
 
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  1. Scripts to create and use Embeddings
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  1. Quantization Scripts
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  1. Chat fine-tuning Scripts
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+ 2. Function calling fine-tuning
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+ ## ADVANCED Inference
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  - Server setup and inference guide for open source models.
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  - Inference for function calling.
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  - [Video: Run Llama 2 on AWS](https://youtu.be/Ror2xOOA-VE)