diff --git a/docs/readthedocs/source/_templates/sidebar_quicklinks.html b/docs/readthedocs/source/_templates/sidebar_quicklinks.html
index 3afcebb7..d821185a 100644
--- a/docs/readthedocs/source/_templates/sidebar_quicklinks.html
+++ b/docs/readthedocs/source/_templates/sidebar_quicklinks.html
@@ -56,7 +56,7 @@
Run IPEX-LLM Serving with FastChat
- Finetune LLM with Axolotl on Intel GPU without coding
+ Finetune LLM with Axolotl on Intel GPU
diff --git a/docs/readthedocs/source/doc/LLM/Quickstart/axolotl_quickstart.md b/docs/readthedocs/source/doc/LLM/Quickstart/axolotl_quickstart.md
index cd008d99..615f104d 100644
--- a/docs/readthedocs/source/doc/LLM/Quickstart/axolotl_quickstart.md
+++ b/docs/readthedocs/source/doc/LLM/Quickstart/axolotl_quickstart.md
@@ -1,9 +1,11 @@
-# Finetune LLM with Axolotl on Intel GPU without coding
+# Finetune LLM with Axolotl on Intel GPU
[Axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) is a popular tool designed to streamline the fine-tuning of various AI models, offering support for multiple configurations and architectures. You can now use [`ipex-llm`](https://github.com/intel-analytics/ipex-llm) as an accelerated backend for `Axolotl` running on Intel **GPU** *(e.g., local PC with iGPU, discrete GPU such as Arc, Flex and Max)*.
See the demo of finetuning LLaMA2-7B on Intel Arc GPU below.
+
+
## Quickstart
### 0. Prerequisites
@@ -37,8 +39,8 @@ pip install transformers==4.36.0
# to avoid https://github.com/OpenAccess-AI-Collective/axolotl/issues/1544
pip install datasets==2.15.0
# prepare axolotl entrypoints
-wget https://github.com/intel-analytics/ipex-llm/blob/main/python/llm/example/GPU/LLM-Finetuning/axolotl/finetune.py
-wget https://github.com/intel-analytics/ipex-llm/blob/main/python/llm/example/GPU/LLM-Finetuning/axolotl/train.py
+wget https://raw.githubusercontent.com/intel-analytics/ipex-llm/main/python/llm/example/GPU/LLM-Finetuning/axolotl/finetune.py
+wget https://raw.githubusercontent.com/intel-analytics/ipex-llm/main/python/llm/example/GPU/LLM-Finetuning/axolotl/train.py
```
**After the installation, you should have created a conda environment, named `axolotl` for instance, for running `Axolotl` commands with IPEX-LLM.**
@@ -105,7 +107,7 @@ After finishing accelerate config, check if `use_cpu` is disabled (i.e., `use_cp
Prepare `lora.yml` for Axolotl LoRA finetune. You can download a template from github.
```cmd
-wget https://github.com/intel-analytics/ipex-llm/blob/main/python/llm/example/GPU/LLM-Finetuning/axolotl/lora.yml
+wget https://raw.githubusercontent.com/intel-analytics/ipex-llm/main/python/llm/example/GPU/LLM-Finetuning/axolotl/lora.yml
```
**If you are using the offline model and dataset in local env**, please modify the model path and dataset path in `lora.yml`. Otherwise, keep them unchanged.
@@ -149,7 +151,7 @@ accelerate launch train.py lora.yml
Prepare `lora.yml` for QLoRA finetune. You can download a template from github.
```cmd
-wget https://github.com/intel-analytics/ipex-llm/blob/main/python/llm/example/GPU/LLM-Finetuning/axolotl/qlora.yml
+wget https://raw.githubusercontent.com/intel-analytics/ipex-llm/main/python/llm/example/GPU/LLM-Finetuning/axolotl/qlora.yml
```
**If you are using the offline model and dataset in local env**, please modify the model path and dataset path in `qlora.yml`. Otherwise, keep them unchanged.
diff --git a/docs/readthedocs/source/doc/LLM/Quickstart/index.rst b/docs/readthedocs/source/doc/LLM/Quickstart/index.rst
index 4dbf6643..750f84af 100644
--- a/docs/readthedocs/source/doc/LLM/Quickstart/index.rst
+++ b/docs/readthedocs/source/doc/LLM/Quickstart/index.rst
@@ -21,7 +21,7 @@ This section includes efficient guide to show you how to:
* `Run Ollama with IPEX-LLM on Intel GPU <./ollama_quickstart.html>`_
* `Run Llama 3 on Intel GPU using llama.cpp and ollama with IPEX-LLM <./llama3_llamacpp_ollama_quickstart.html>`_
* `Run IPEX-LLM Serving with FastChat <./fastchat_quickstart.html>`_
-* `Finetune LLM with Axolotl on Intel GPU without coding <./axolotl_quickstart.html>`_
+* `Finetune LLM with Axolotl on Intel GPU <./axolotl_quickstart.html>`_
.. |bigdl_llm_migration_guide| replace:: ``bigdl-llm`` Migration Guide
.. _bigdl_llm_migration_guide: bigdl_llm_migration.html