diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..f06fb9e
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.7.10
diff --git a/README.md b/README.md
index aa1b4b8..656d2fa 100644
--- a/README.md
+++ b/README.md
@@ -1,14 +1,24 @@
-Enable virtualenv and run:
+Use pyenv and poetry to set up virtualenv and run:
+
+```
+pyenv shell
+poetry install
+```
 
 Turn numbered svgs into usable arrays:
 ```
 python create_dataset.py --dataset_dir datasets/naam6/
 ```
 
-Train algorithm: (save often, as we'll use the intermediate steps) 
 ```
+
+```
+
+Train algorithm: (save often, as we'll use the intermediate steps) 
+```bash
+poetry shell
 #sketch_rnn_train --log_root=models/naam6 --data_dir=datasets/naam6 --hparams="data_set=[diede.npz,blokletters.npz],dec_model=layer_norm,dec_rnn_size=450,enc_model=layer_norm,enc_rnn_size=300,save_every=50,grad_clip=1.0,use_recurrent_dropout=0,conditional=True,num_steps=5000"
-sketch_rnn_train --log_root=models/naam6 --data_dir=datasets/naam6 --hparams="data_set=[diede.npz,blokletters.npz],dec_model=layer_norm,dec_rnn_size=450,enc_model=layer_norm,enc_rnn_size=300,save_every=50,grad_clip=1.0,use_recurrent_dropout=0,conditional=True,num_steps=5000
+sketch_rnn_train --log_root=models/naam6 --data_dir=datasets/naam6 --hparams="data_set=[diede.npz,blokletters.npz,pleun.npz],dec_model=layer_norm,dec_rnn_size=450,enc_model=layer_norm,enc_rnn_size=300,save_every=50,grad_clip=1.0,use_recurrent_dropout=0,conditional=True,num_steps=5000"
 ```
 
 Generate a card:
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..2f6a57f
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,4042 @@
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+
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+
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+description = "Apache Beam SDK for Python"
+category = "main"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..8dec554
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,19 @@
+[tool.poetry]
+name = "birthcard"
+version = "0.1.0"
+description = ""
+authors = ["Ruben van de Ven <git@rubenvandeven.com>"]
+
+[tool.poetry.dependencies]
+python = "~3.7"
+magenta = "^1.3"
+ipykernel = "^5.5.3"
+notebook = "^6.3.0"
+svgwrite = "^1.4.1"
+tensorflow-gpu = "~=1.15.5"
+
+[tool.poetry.dev-dependencies]
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"