Update xtts.md

docs/source/models/xtts.md

@@ -204,16 +204,18 @@ If you are not able to acess the video you need to follow the steps:
 
 To run the demo locally you need to do the following steps:
 1. Install   🐸 TTS following the instructions available [here](https://tts.readthedocs.io/en/dev/installation.html#installation).
-2. Install the gradio demo requirements with the command `python3 -m pip install -r TTS/demos/xtts_ft_demo/requirements.txt`
-3. Run the gradio demo using the command `python3 TTS/demos/xtts_ft_demo/xtts_demo.py`
-4. Follow the steps presented on the [XTTS fine-tuning video]() to be able to fine-tune and use the fine-tuned model.
+2. Install the Gradio demo requirements with the command `python3 -m pip install -r TTS/demos/xtts_ft_demo/requirements.txt`
+3. Run the Gradio demo using the command `python3 TTS/demos/xtts_ft_demo/xtts_demo.py`
+4. Follow the steps presented in the [tutorial video](https://www.youtube.com/watch?v=8tpDiiouGxc&feature=youtu.be) to be able to fine-tune and test the fine-tuned model.
 
 
-If you are not able to acess the video you need to follow the steps:
+If you are not able to access the video, here is what you need to do:
 
-1. On the first Tab (1 - Data processing) you need to select the audio file or files, wait for upload, and then click on the button "Step 1 - Create dataset" and then wait until the dataset processing is done.
-2. Soon as the dataset processing is done you need to go to the second Tab (2 - Fine-tuning XTTS Encoder) and press the button "Step 2 - Run the training" and then wait until the training is finished. Note that it can take up to 40 minutes.
-3. Soon the training is done you can go to the third Tab (3 - Inference) and then click on the button "Step 3 - Load Fine-tuned XTTS model" and wait until the fine-tuned model is loaded. Then you can do the inference on the model by clicking on the button "Step 4 - Inference".
+1. On the first Tab (1 - Data processing) select the audio file or files, wait for upload
+2. Click on the button "Step 1 - Create dataset" and then wait until the dataset processing is done.
+3. Go to the second Tab (2 - Fine-tuning XTTS Encoder) and press the button "Step 2 - Run the training" and then wait until the training is finished. it will take some time.
+4. Go to the third Tab (3 - Inference) and then click on the button "Step 3 - Load Fine-tuned XTTS model" and wait until the fine-tuned model is loaded.
+5. Now you can run inference with the model by clicking on the button "Step 4 - Inference".
 
 #### Advanced training