diff --git a/Dockerfile b/Dockerfile
index f00dacf3ad226..db314b810acb8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,15 @@
 FROM continuumio/miniconda
 
-RUN pip install numpy pandas flask pygal smalluuid zipstream python-dateutil gitpython scikit-learn
-
 WORKDIR /app
 
 ADD . /app
+
+RUN pip install -r dev-requirements.txt && \
+    pip install -r tox-requirements.txt && \
+    pip install -e . && \
+    apt-get install -y gnupg && \
+    curl -sL https://deb.nodesource.com/setup_10.x | bash - && \
+    apt-get install -y nodejs && \
+    cd mlflow/server/js && \
+    npm install && \
+    npm run build