diff --git a/hfdocs/source/models/adversarial-inception-v3.mdx b/hfdocs/source/models/adversarial-inception-v3.mdx
index fd7fce4798..180bf16a7d 100644
--- a/hfdocs/source/models/adversarial-inception-v3.mdx
+++ b/hfdocs/source/models/adversarial-inception-v3.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/advprop.mdx b/hfdocs/source/models/advprop.mdx
index 0743a1e413..9ac7c754b3 100644
--- a/hfdocs/source/models/advprop.mdx
+++ b/hfdocs/source/models/advprop.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/big-transfer.mdx b/hfdocs/source/models/big-transfer.mdx
index 05255c356a..50d6f96efe 100644
--- a/hfdocs/source/models/big-transfer.mdx
+++ b/hfdocs/source/models/big-transfer.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/csp-darknet.mdx b/hfdocs/source/models/csp-darknet.mdx
index 7accdbaefb..b924be7c28 100644
--- a/hfdocs/source/models/csp-darknet.mdx
+++ b/hfdocs/source/models/csp-darknet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/csp-resnet.mdx b/hfdocs/source/models/csp-resnet.mdx
index 66971057f3..2c74275d0c 100644
--- a/hfdocs/source/models/csp-resnet.mdx
+++ b/hfdocs/source/models/csp-resnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/csp-resnext.mdx b/hfdocs/source/models/csp-resnext.mdx
index d9eb838376..57bb090ef8 100644
--- a/hfdocs/source/models/csp-resnext.mdx
+++ b/hfdocs/source/models/csp-resnext.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/densenet.mdx b/hfdocs/source/models/densenet.mdx
index cec9ba171c..58393c2106 100644
--- a/hfdocs/source/models/densenet.mdx
+++ b/hfdocs/source/models/densenet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/dla.mdx b/hfdocs/source/models/dla.mdx
index ab38d62677..2cfcd1055c 100644
--- a/hfdocs/source/models/dla.mdx
+++ b/hfdocs/source/models/dla.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/dpn.mdx b/hfdocs/source/models/dpn.mdx
index 26d8a4a7b7..0c28c66f52 100644
--- a/hfdocs/source/models/dpn.mdx
+++ b/hfdocs/source/models/dpn.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/ecaresnet.mdx b/hfdocs/source/models/ecaresnet.mdx
index c5c1619ea3..d4aa372e0e 100644
--- a/hfdocs/source/models/ecaresnet.mdx
+++ b/hfdocs/source/models/ecaresnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/efficientnet-pruned.mdx b/hfdocs/source/models/efficientnet-pruned.mdx
index 444f6d521d..ffe6c379c0 100644
--- a/hfdocs/source/models/efficientnet-pruned.mdx
+++ b/hfdocs/source/models/efficientnet-pruned.mdx
@@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/efficientnet.mdx b/hfdocs/source/models/efficientnet.mdx
index 4bcaba622c..a29555eadd 100644
--- a/hfdocs/source/models/efficientnet.mdx
+++ b/hfdocs/source/models/efficientnet.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/ensemble-adversarial.mdx b/hfdocs/source/models/ensemble-adversarial.mdx
index 4781aa1f18..19373ffe71 100644
--- a/hfdocs/source/models/ensemble-adversarial.mdx
+++ b/hfdocs/source/models/ensemble-adversarial.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/ese-vovnet.mdx b/hfdocs/source/models/ese-vovnet.mdx
index d92a603440..51a41144ff 100644
--- a/hfdocs/source/models/ese-vovnet.mdx
+++ b/hfdocs/source/models/ese-vovnet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/fbnet.mdx b/hfdocs/source/models/fbnet.mdx
index cdb3ba610c..b96eaed7c0 100644
--- a/hfdocs/source/models/fbnet.mdx
+++ b/hfdocs/source/models/fbnet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-inception-v3.mdx b/hfdocs/source/models/gloun-inception-v3.mdx
index edf3d87075..212ba7b4f1 100644
--- a/hfdocs/source/models/gloun-inception-v3.mdx
+++ b/hfdocs/source/models/gloun-inception-v3.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-resnet.mdx b/hfdocs/source/models/gloun-resnet.mdx
index 8cd9705690..85e5ddbecf 100644
--- a/hfdocs/source/models/gloun-resnet.mdx
+++ b/hfdocs/source/models/gloun-resnet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-resnext.mdx b/hfdocs/source/models/gloun-resnext.mdx
index dd4cd03364..89f9d24bf9 100644
--- a/hfdocs/source/models/gloun-resnext.mdx
+++ b/hfdocs/source/models/gloun-resnext.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-senet.mdx b/hfdocs/source/models/gloun-senet.mdx
index ee28d7c81f..f8df6d87f9 100644
--- a/hfdocs/source/models/gloun-senet.mdx
+++ b/hfdocs/source/models/gloun-senet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-seresnext.mdx b/hfdocs/source/models/gloun-seresnext.mdx
index bb43215549..aedf70919e 100644
--- a/hfdocs/source/models/gloun-seresnext.mdx
+++ b/hfdocs/source/models/gloun-seresnext.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/gloun-xception.mdx b/hfdocs/source/models/gloun-xception.mdx
index 0dee376e7c..e79b8d3109 100644
--- a/hfdocs/source/models/gloun-xception.mdx
+++ b/hfdocs/source/models/gloun-xception.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/hrnet.mdx b/hfdocs/source/models/hrnet.mdx
index 3437b96b79..b3f453e422 100644
--- a/hfdocs/source/models/hrnet.mdx
+++ b/hfdocs/source/models/hrnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/ig-resnext.mdx b/hfdocs/source/models/ig-resnext.mdx
index d5a035ba63..8fd5dbe808 100644
--- a/hfdocs/source/models/ig-resnext.mdx
+++ b/hfdocs/source/models/ig-resnext.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/inception-resnet-v2.mdx b/hfdocs/source/models/inception-resnet-v2.mdx
index c4eb15869d..c746cead19 100644
--- a/hfdocs/source/models/inception-resnet-v2.mdx
+++ b/hfdocs/source/models/inception-resnet-v2.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/inception-v3.mdx b/hfdocs/source/models/inception-v3.mdx
index cd21e5de0f..c6ff6931e2 100644
--- a/hfdocs/source/models/inception-v3.mdx
+++ b/hfdocs/source/models/inception-v3.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/inception-v4.mdx b/hfdocs/source/models/inception-v4.mdx
index f9b4adf051..4072fbec15 100644
--- a/hfdocs/source/models/inception-v4.mdx
+++ b/hfdocs/source/models/inception-v4.mdx
@@ -72,7 +72,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/legacy-se-resnet.mdx b/hfdocs/source/models/legacy-se-resnet.mdx
index 68ed5a30b9..d96c75d689 100644
--- a/hfdocs/source/models/legacy-se-resnet.mdx
+++ b/hfdocs/source/models/legacy-se-resnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/legacy-se-resnext.mdx b/hfdocs/source/models/legacy-se-resnext.mdx
index 8ff527f3da..eef0c977db 100644
--- a/hfdocs/source/models/legacy-se-resnext.mdx
+++ b/hfdocs/source/models/legacy-se-resnext.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/legacy-senet.mdx b/hfdocs/source/models/legacy-senet.mdx
index 9768d868e0..750621ff09 100644
--- a/hfdocs/source/models/legacy-senet.mdx
+++ b/hfdocs/source/models/legacy-senet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/mixnet.mdx b/hfdocs/source/models/mixnet.mdx
index 2e058027ea..2ef8885e6c 100644
--- a/hfdocs/source/models/mixnet.mdx
+++ b/hfdocs/source/models/mixnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/mnasnet.mdx b/hfdocs/source/models/mnasnet.mdx
index e49c06cc73..23f217206a 100644
--- a/hfdocs/source/models/mnasnet.mdx
+++ b/hfdocs/source/models/mnasnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/mobilenet-v2.mdx b/hfdocs/source/models/mobilenet-v2.mdx
index 507ec99dd2..2ea949e932 100644
--- a/hfdocs/source/models/mobilenet-v2.mdx
+++ b/hfdocs/source/models/mobilenet-v2.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/mobilenet-v3.mdx b/hfdocs/source/models/mobilenet-v3.mdx
index e1ff317ba2..35795ad0c9 100644
--- a/hfdocs/source/models/mobilenet-v3.mdx
+++ b/hfdocs/source/models/mobilenet-v3.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/nasnet.mdx b/hfdocs/source/models/nasnet.mdx
index 2cde9d2d61..2332131a57 100644
--- a/hfdocs/source/models/nasnet.mdx
+++ b/hfdocs/source/models/nasnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/noisy-student.mdx b/hfdocs/source/models/noisy-student.mdx
index 2d12e8c870..480d48dd20 100644
--- a/hfdocs/source/models/noisy-student.mdx
+++ b/hfdocs/source/models/noisy-student.mdx
@@ -82,7 +82,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/pnasnet.mdx b/hfdocs/source/models/pnasnet.mdx
index fff5851cdc..58141a641f 100644
--- a/hfdocs/source/models/pnasnet.mdx
+++ b/hfdocs/source/models/pnasnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/regnetx.mdx b/hfdocs/source/models/regnetx.mdx
index 0a9f8e4b2c..6f8c4a686e 100644
--- a/hfdocs/source/models/regnetx.mdx
+++ b/hfdocs/source/models/regnetx.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/regnety.mdx b/hfdocs/source/models/regnety.mdx
index be1a5c1c75..e7f2e6c1fa 100644
--- a/hfdocs/source/models/regnety.mdx
+++ b/hfdocs/source/models/regnety.mdx
@@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/res2net.mdx b/hfdocs/source/models/res2net.mdx
index 751cf35d42..bd5598d566 100644
--- a/hfdocs/source/models/res2net.mdx
+++ b/hfdocs/source/models/res2net.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/res2next.mdx b/hfdocs/source/models/res2next.mdx
index 8c883dff7a..11ef5ece57 100644
--- a/hfdocs/source/models/res2next.mdx
+++ b/hfdocs/source/models/res2next.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/resnest.mdx b/hfdocs/source/models/resnest.mdx
index 59ac6c6156..c90dfd7062 100644
--- a/hfdocs/source/models/resnest.mdx
+++ b/hfdocs/source/models/resnest.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/resnet-d.mdx b/hfdocs/source/models/resnet-d.mdx
index 1f6b47b02a..8eb7f0457c 100644
--- a/hfdocs/source/models/resnet-d.mdx
+++ b/hfdocs/source/models/resnet-d.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/resnet.mdx b/hfdocs/source/models/resnet.mdx
index 3f3641f785..5aeb50c5a4 100644
--- a/hfdocs/source/models/resnet.mdx
+++ b/hfdocs/source/models/resnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/resnext.mdx b/hfdocs/source/models/resnext.mdx
index 7c5eb166e1..d89191ecc6 100644
--- a/hfdocs/source/models/resnext.mdx
+++ b/hfdocs/source/models/resnext.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/rexnet.mdx b/hfdocs/source/models/rexnet.mdx
index 09fb2144b5..f805729a74 100644
--- a/hfdocs/source/models/rexnet.mdx
+++ b/hfdocs/source/models/rexnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/se-resnet.mdx b/hfdocs/source/models/se-resnet.mdx
index ba884bde95..db1133cde5 100644
--- a/hfdocs/source/models/se-resnet.mdx
+++ b/hfdocs/source/models/se-resnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/selecsls.mdx b/hfdocs/source/models/selecsls.mdx
index 12813ba864..aa43c8219f 100644
--- a/hfdocs/source/models/selecsls.mdx
+++ b/hfdocs/source/models/selecsls.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/seresnext.mdx b/hfdocs/source/models/seresnext.mdx
index 1f45349667..997d39629a 100644
--- a/hfdocs/source/models/seresnext.mdx
+++ b/hfdocs/source/models/seresnext.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/skresnet.mdx b/hfdocs/source/models/skresnet.mdx
index 643a6cbcd8..1229db5bdb 100644
--- a/hfdocs/source/models/skresnet.mdx
+++ b/hfdocs/source/models/skresnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/skresnext.mdx b/hfdocs/source/models/skresnext.mdx
index ae499b34da..036f895a59 100644
--- a/hfdocs/source/models/skresnext.mdx
+++ b/hfdocs/source/models/skresnext.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/spnasnet.mdx b/hfdocs/source/models/spnasnet.mdx
index a589b0fcdd..d7adf93b3b 100644
--- a/hfdocs/source/models/spnasnet.mdx
+++ b/hfdocs/source/models/spnasnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/ssl-resnet.mdx b/hfdocs/source/models/ssl-resnet.mdx
index 2e1d0a7a3d..e781c576bb 100644
--- a/hfdocs/source/models/ssl-resnet.mdx
+++ b/hfdocs/source/models/ssl-resnet.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/swsl-resnet.mdx b/hfdocs/source/models/swsl-resnet.mdx
index 2def3c868e..1e20024f20 100644
--- a/hfdocs/source/models/swsl-resnet.mdx
+++ b/hfdocs/source/models/swsl-resnet.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/swsl-resnext.mdx b/hfdocs/source/models/swsl-resnext.mdx
index 66297082f0..f551b87587 100644
--- a/hfdocs/source/models/swsl-resnext.mdx
+++ b/hfdocs/source/models/swsl-resnext.mdx
@@ -77,7 +77,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-efficientnet-condconv.mdx b/hfdocs/source/models/tf-efficientnet-condconv.mdx
index eb3bcc9b53..fa030a17c4 100644
--- a/hfdocs/source/models/tf-efficientnet-condconv.mdx
+++ b/hfdocs/source/models/tf-efficientnet-condconv.mdx
@@ -81,7 +81,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-efficientnet-lite.mdx b/hfdocs/source/models/tf-efficientnet-lite.mdx
index f72eaf0c38..ed0fc4c4f1 100644
--- a/hfdocs/source/models/tf-efficientnet-lite.mdx
+++ b/hfdocs/source/models/tf-efficientnet-lite.mdx
@@ -81,7 +81,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-efficientnet.mdx b/hfdocs/source/models/tf-efficientnet.mdx
index 16be0a71b6..58e5c3f9ed 100644
--- a/hfdocs/source/models/tf-efficientnet.mdx
+++ b/hfdocs/source/models/tf-efficientnet.mdx
@@ -79,7 +79,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-inception-v3.mdx b/hfdocs/source/models/tf-inception-v3.mdx
index a5f402a904..ddb871f6f7 100644
--- a/hfdocs/source/models/tf-inception-v3.mdx
+++ b/hfdocs/source/models/tf-inception-v3.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-mixnet.mdx b/hfdocs/source/models/tf-mixnet.mdx
index d1ddda09fb..68def0aabc 100644
--- a/hfdocs/source/models/tf-mixnet.mdx
+++ b/hfdocs/source/models/tf-mixnet.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tf-mobilenet-v3.mdx b/hfdocs/source/models/tf-mobilenet-v3.mdx
index 3e8c6cba30..9460f53650 100644
--- a/hfdocs/source/models/tf-mobilenet-v3.mdx
+++ b/hfdocs/source/models/tf-mobilenet-v3.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/tresnet.mdx b/hfdocs/source/models/tresnet.mdx
index f2d5729d3a..8ff291057c 100644
--- a/hfdocs/source/models/tresnet.mdx
+++ b/hfdocs/source/models/tresnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/wide-resnet.mdx b/hfdocs/source/models/wide-resnet.mdx
index 47969325a4..e8837607bb 100644
--- a/hfdocs/source/models/wide-resnet.mdx
+++ b/hfdocs/source/models/wide-resnet.mdx
@@ -73,7 +73,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation
 
diff --git a/hfdocs/source/models/xception.mdx b/hfdocs/source/models/xception.mdx
index f67e482c20..79f97f4937 100644
--- a/hfdocs/source/models/xception.mdx
+++ b/hfdocs/source/models/xception.mdx
@@ -75,7 +75,7 @@ script](https://github.com/rwightman/pytorch-image-models/blob/master/train.py)
 
 ## How do I train this model?
 
-You can follow the [timm recipe scripts](../scripts) for training a new model afresh.
+You can follow the [timm recipe scripts](../training_script) for training a new model afresh.
 
 ## Citation