update videos and products

Trelis Research provides tools and tutorials for training, using and deploying large language models.

# Most-viewed Video Tutorials [updated weekly]

1. [Run Llama 2 on your Laptop with Jupyter](https://www.youtube.com/watch?v=nDJMHFsBU7M)
2. [Code Llama Tutorial](https://www.youtube.com/watch?v=rjSWCMVbD_U)
3. [A Detailed Guide to Fine tuning Language Models with QLoRa](https://www.youtube.com/watch?v=OQdp-OeG1as)

# Top Selling Products [updated weekly]

1. [Function-calling Llama 2/Code-Llama](https://huggingface.co/Trelis/Llama-2-13b-chat-hf-function-calling-v2)
2. [Advanced QLoRA Training Script / Fine-tuning Colab Notebook](https://buy.stripe.com/5kA5l69K52Hxf3a006)
3. [Long Document and Website Summarisation Tool](https://Summarise-Me.com)

README.md

@@ -5,39 +5,19 @@ colorFrom: red
 colorTo: green
 sdk: static
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-tags: [llama, jupyter, colab, function calling, QLoRa, fine-tuning, scripts, fine-tuning]
+tags: [llama, code-llama, jupyter, colab, function calling, QLoRa, fine-tuning, scripts, fine-tuning]
 ---
 
-# 1. QLoRa Fine-Tuning Scripts/Notebooks
+Trelis Research provides tools and tutorials for training, using and deploying large language models.
 
-**Basic Training Notebook**
-- Access the Google Colab script [here](https://colab.research.google.com/drive/1uMSS1o_8YOPyG1X_4k6ENEE3kJfBGGhH?usp=sharing).
+# Most-viewed Video Tutorials [updated weekly]
 
-- View the [Youtube Video Here](https://youtu.be/OQdp-OeG1as)
+1. [Run Llama 2 on your Laptop with Jupyter](https://www.youtube.com/watch?v=nDJMHFsBU7M)
+2. [Code Llama Tutorial](https://www.youtube.com/watch?v=rjSWCMVbD_U)
+3. [A Detailed Guide to Fine tuning Language Models with QLoRa](https://www.youtube.com/watch?v=OQdp-OeG1as)
 
-**ADVANCED Training Notebook (PAID)**
-This advanced script provides improved performance when training with small datasets:
-- Includes a prompt loss-mask for improved performance when structured responses are required.
-- Includes a stop token after responses - allowing the model to provide a short reponse (e.g. a function call) and then stop.
-- Request [access here](https://buy.stripe.com/5kA5l69K52Hxf3a006). €14.99 (or $16.49) per seat/user. Access will be provided within 24 hours of purchase.
+# Top Selling Products [updated weekly]
 
-# 2. Datasets
-
-*Function Calling Dataset for Fine-Tuning*
-- Commercial dataset allowing language models to be fine-tuned for function calling ([Paid access here](https://huggingface.co/datasets/Trelis/function_calling_extended)).
-- Created using only human input or Apache 2 licensed datasets (no third party commercial licensing limitations)
-- Models trained with this dataset:
-- - [Llama-2-7B](https://huggingface.co/Trelis/Llama-2-7b-chat-hf-function-calling-v2) - repo includes Google Colab notebook for inference
-- - [Llama-2-13B](https://huggingface.co/Trelis/Llama-2-13b-chat-hf-function-calling-v2) - repo includes Google Colab notebook for inference
- 
-*Protein Stability*
-- 250k dataset of protein mutations and their effect on stability. [Free access here](https://huggingface.co/datasets/Trelis/protein_stability_single_mutation).
-
-# 3. Jupyter Llama for Laptop
-
-A Chat Assistant built on Llama 2.
-- Save and re-load chats.
-- Upload pdf or text files for analysis.
-- Search Bing (beta).
-- Add custom functions (beta).
-- Get access for €9.99 ($10.99) [here](https://buy.stripe.com/dR65l6f4p95V7AI6oA).
+1. [Function-calling Llama 2/Code-Llama Model](https://huggingface.co/Trelis/Llama-2-13b-chat-hf-function-calling-v2)
+2. [Advanced QLoRA Training Script / Fine-tuning Colab Notebook - see video #3 above](https://buy.stripe.com/5kA5l69K52Hxf3a006)
+3. [Long Document and Website Summarisation Tool](https://Summarise-Me.com)