diff --git a/pages/students/2016/jakub_maruniak/dp2021/annotation/train/prepare.sh b/pages/students/2016/jakub_maruniak/dp2021/annotation/train/prepare.sh
new file mode 100644
index 000000000..ade40371f
--- /dev/null
+++ b/pages/students/2016/jakub_maruniak/dp2021/annotation/train/prepare.sh
@@ -0,0 +1,19 @@
+mkdir -p build
+mkdir -p build/input
+# Prepare Treebank
+mkdir -p build/input/slovak-treebank
+spacy convert ./sources/slovak-treebank/stb.conll ./build/input/slovak-treebank
+# UDAG used as evaluation
+mkdir -p build/input/ud-artificial-gapping
+spacy convert ./sources/ud-artificial-gapping/sk-ud-crawled-orphan.conllu ./build/input/ud-artificial-gapping
+# Prepare skner
+mkdir -p build/input/skner
+# Convert to IOB
+cat ./sources/skner/wikiann-sk.bio | python ./sources/bio-to-iob.py > build/input/skner/wikiann-sk.iob
+# Split to train test
+cat ./build/input/skner/wikiann-sk.iob | python ./sources/iob-to-traintest.py ./build/input/skner/wikiann-sk
+# Convert train and test
+mkdir -p build/input/skner-train
+spacy convert -n 15 --converter ner ./build/input/skner/wikiann-sk.train ./build/input/skner-train
+mkdir -p build/input/skner-test
+spacy convert -n 15 --converter ner ./build/input/skner/wikiann-sk.test ./build/input/skner-test
diff --git a/pages/students/2016/jakub_maruniak/dp2021/annotation/train/train.sh b/pages/students/2016/jakub_maruniak/dp2021/annotation/train/train.sh
new file mode 100644
index 000000000..a0d1c7cfc
--- /dev/null
+++ b/pages/students/2016/jakub_maruniak/dp2021/annotation/train/train.sh
@@ -0,0 +1,19 @@
+set -e
+OUTDIR=build/train/output
+TRAINDIR=build/train
+mkdir -p $TRAINDIR
+mkdir -p $OUTDIR
+mkdir -p dist
+# Delete old training results
+rm -rf $OUTDIR/*
+# Train dependency and POS
+spacy train sk $OUTDIR ./build/input/slovak-treebank ./build/input/ud-artificial-gapping  --n-iter 20 -p tagger,parser
+rm -rf $TRAINDIR/posparser
+mv $OUTDIR/model-best $TRAINDIR/posparser
+# Train NER
+# python ./train.py -t ./train.json -o $TRAINDIR/nerposparser -n 10 -m $TRAINDIR/posparser/
+spacy train sk $TRAINDIR/nerposparser ./ner/train.json ./ner/eval.json --n-iter 20 -p ner
+# Package model
+spacy package $TRAINDIR/nerposparser dist --meta-path ./meta.json --force
+cd dist/sk_sk1-0.2.0
+python ./setup.py sdist --dist-dir ../