diff --git a/README.md b/README.md
index e434a0f..3eaefd3 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ Waifu Diffusion is the name for this project of finetuning Stable Diffusion on D
 
 [Weights](./docs/en/weights/README.md)
 
-[Training Guide](./docs/en/training/README.md)s
+[Training Guide](./docs/en/training/README.md)
 
 All thanks goes to CompVis and Stability AI for releasing this codebase!
 
diff --git a/docs/en/README.md b/docs/en/README.md
index 1a710a3..8584e35 100644
--- a/docs/en/README.md
+++ b/docs/en/README.md
@@ -2,6 +2,6 @@
 
 Waifu Diffusion is a project based off CompVis/Stable-Diffusion.
 
-For guidance on how to start training, see [training](https://github.com/harubaru/waifu-diffusion/docs/en/training/README.md).
+For guidance on how to start training, see [training](./training/README.md).
 
 For a list of trained weights, see [weights](./weights/README.md).
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diff --git a/docs/en/training/README.md b/docs/en/training/README.md
index f3c8831..905f193 100644
--- a/docs/en/training/README.md
+++ b/docs/en/training/README.md
@@ -1,8 +1,8 @@
 # Training documentation
 Training is available with waifu-diffusion. Before starting, we remind you that, at this moment at least 30GB of VRAM is needed, along with at least 30gb of storage if you don't mind cleaning up every so often.
 ## Contents
-1. [Dataset] (https://github.com/harubaru/waifu-diffusion/docs/en/training/dataset.md)
-2. [Configuration] (https://github.com/harubaru/waifu-diffusion/docs/en/training/configure.md)
+1. [Dataset](./dataset.md)
+2. [Configuration](./configuration.md)
 3. Executing
 4. Recommendations
 5. FAQ
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