diff --git a/science/ml/attention/attention.txt b/science/ai/attention/attention.txt
similarity index 100%
rename from science/ml/attention/attention.txt
rename to science/ai/attention/attention.txt
diff --git a/science/ml/attention/ernie.txt b/science/ai/attention/ernie.txt
similarity index 100%
rename from science/ml/attention/ernie.txt
rename to science/ai/attention/ernie.txt
diff --git a/science/ml/attention/fb-roberta.txt b/science/ai/attention/fb-roberta.txt
similarity index 100%
rename from science/ml/attention/fb-roberta.txt
rename to science/ai/attention/fb-roberta.txt
diff --git a/science/ml/attention/gpt3.txt b/science/ai/attention/gpt3.txt
similarity index 100%
rename from science/ml/attention/gpt3.txt
rename to science/ai/attention/gpt3.txt
diff --git a/science/ml/attention/list.txt b/science/ai/attention/list.txt
similarity index 100%
rename from science/ml/attention/list.txt
rename to science/ai/attention/list.txt
diff --git a/science/ai/transformers/docs/articles.txt b/science/ai/attention/transformers/docs/articles.txt
similarity index 67%
rename from science/ai/transformers/docs/articles.txt
rename to science/ai/attention/transformers/docs/articles.txt
index 9441954d4..eaf28500c 100644
--- a/science/ai/transformers/docs/articles.txt
+++ b/science/ai/attention/transformers/docs/articles.txt
@@ -7,6 +7,12 @@ https://towardsdatascience.com/build-a-language-model-on-your-whatsapp-chats-312
 https://serokell.io/blog/transformers-in-ml
 https://habr.com/ru/articles/773312/
 https://habr.com/ru/companies/just_ai/articles/733110/
+2022
+https://aws.amazon.com/ru/blogs/machine-learning/part-2-set-up-a-text-summarization-project-with-hugging-face-transformers/
+    https://habr.com/ru/company/wunderfund/blog/662547/
+https://aws.amazon.com/ru/blogs/machine-learning/part-1-set-up-a-text-summarization-project-with-hugging-face-transformers/
+    https://habr.com/ru/company/wunderfund/blog/661239/
+https://habr.com/ru/post/599057/
 2021
 https://habr.com/ru/post/581932/?
 2020
diff --git a/science/ai/transformers/docs/books.txt b/science/ai/attention/transformers/docs/books.txt
similarity index 100%
rename from science/ai/transformers/docs/books.txt
rename to science/ai/attention/transformers/docs/books.txt
diff --git a/science/ai/transformers/docs/presentations.txt b/science/ai/attention/transformers/docs/presentations.txt
similarity index 100%
rename from science/ai/transformers/docs/presentations.txt
rename to science/ai/attention/transformers/docs/presentations.txt
diff --git a/science/ai/transformers/sbert.txt b/science/ai/attention/transformers/sbert.txt
similarity index 100%
rename from science/ai/transformers/sbert.txt
rename to science/ai/attention/transformers/sbert.txt
diff --git a/science/ai/embeddings/sentence-transformers.txt b/science/ai/attention/transformers/sentence-transformers.txt
similarity index 100%
rename from science/ai/embeddings/sentence-transformers.txt
rename to science/ai/attention/transformers/sentence-transformers.txt
diff --git a/science/ai/transformers/transformer-explainer.txt b/science/ai/attention/transformers/transformer-explainer.txt
similarity index 100%
rename from science/ai/transformers/transformer-explainer.txt
rename to science/ai/attention/transformers/transformer-explainer.txt
diff --git a/science/ml/attention/xlnet.txt b/science/ai/attention/xlnet.txt
similarity index 100%
rename from science/ml/attention/xlnet.txt
rename to science/ai/attention/xlnet.txt
diff --git a/science/ml/attention/transformers.txt b/science/ml/attention/transformers.txt
deleted file mode 100644
index ba9066a8d..000000000
--- a/science/ml/attention/transformers.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-2022
-https://aws.amazon.com/ru/blogs/machine-learning/part-2-set-up-a-text-summarization-project-with-hugging-face-transformers/
-    https://habr.com/ru/company/wunderfund/blog/662547/
-https://aws.amazon.com/ru/blogs/machine-learning/part-1-set-up-a-text-summarization-project-with-hugging-face-transformers/
-    https://habr.com/ru/company/wunderfund/blog/661239/
-https://habr.com/ru/post/599057/
diff --git a/science/ai/transformers/lamachine/frog.txt b/science/nlp/lamachine/frog.txt
similarity index 100%
rename from science/ai/transformers/lamachine/frog.txt
rename to science/nlp/lamachine/frog.txt
diff --git a/science/ai/transformers/lamachine/lamachine.txt b/science/nlp/lamachine/lamachine.txt
similarity index 54%
rename from science/ai/transformers/lamachine/lamachine.txt
rename to science/nlp/lamachine/lamachine.txt
index 1ec8e5be3..c594bfed9 100644
--- a/science/ai/transformers/lamachine/lamachine.txt
+++ b/science/nlp/lamachine/lamachine.txt
@@ -1,2 +1,5 @@
+deprecation
+https://github.com/proycon/LaMachine/issues/214
+
 https://proycon.github.io/LaMachine/
 https://github.com/LanguageMachines