diff --git a/README.md b/README.md
index 6eeae683d7bfd9fdc760a8c0c6ea1b2ceb229c62..39b691d5ff812f5758125dbef977468a20e6bf48 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,32 @@
     - back translation (ella)
     - feature space synonym replacemnet (emily)
 
+# hyperparameter
+simple transformers.ai
+- learning rate
+- train_batch_size
+- num_train_epochs
+- early stopping (only req for longer epochs)
+- optimizer on (adam w and ada factor)
+- scheduler
+- logging_steps
+- model (each try one model)
+
+
+# for augmentation
+- percentage of word embeddings replaced in BERT (em)
+    - how much percentage of all sentences
+
+- synonym (azhara)
+    - percentage of words replacing
+
+- back translation ()
+    - which languages, and amount of languages
+
+
+- evaluate 
+
+
 # one other newer model than roberta