diff --git a/README.md b/README.md
index 6c4714438dbecfdcbacca78b62144332de09a4a5..dcfc456e261db42d65207e3179ab10f0f6db1825 100644
--- a/README.md
+++ b/README.md
@@ -1,18 +1,5 @@
-1. Datensatz heruntergeladen und entpackt.
-2. wc -l yelp_academic_dataset_review.json (wie viele Zeilen hat der Datensatz) -> 8021122
-3. Datensatz geteilt mit "split -l 350000 yelp_academic_dataset_review.json" -> 23 Dateien je ~ 250mb
-4. Datenstruktur ermittelt ->
-{"review_id":"qCMDfOjWdoyNE-oU3h9DKg","user_id":"JtmLdyw4k1xV78jgjhKM_w","business_id":"vdR_vmmgfI56bwSZYYHtXg","stars":5.0,"useful":0,"funny":0,"cool":0,
-"text":"Tasty burgers and sandwiches..Staff were super friendly including the owner..I was just visiting the area and found this place yelp and thought would give 
-this place a try..highly recommended!","date":"2019-08-01 06:51:51"}$-
+# Hausarbeit für das Modul „Maschinelles Lernen“ 
 
-
-5. Testweise w2v -> Datei mit nur "review text" als Zeilen
-6. grep -o -P '(?<=text":").*(?=",)' yelp_academic_dataset_review.json > review_text_only.txt
-7. covert to lowercase :
-    sed -e 's/\(.*\)/\L\1/' regextest.txt > output.txt
-8. remove special characters
-    remove newline character:
-    sed -i 's/\\n/ /g' small-samlple.txt
-    remove everything not a word or space:
-    
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+Dokumentation: https://gitlab.cvh-server.de/w2v/w2vp/-/tree/master/Dokumentation/w2v.pdf
+Slidecast: https://hs-bochum.sciebo.de/s/xOkCb5a8A65jify
+Modelle: https://gitlab.cvh-server.de/w2v/w2vp/-/tree/master/models
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