diff --git a/Dockerfile b/Dockerfile
index a41c982..7cf3352 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,15 +1,8 @@
-FROM alpine:3.5
+FROM python:3
 
 MAINTAINER Daniel Siepmann
 LABEL Description="This image should provide environment to lint neotags" Vendor="DanielSiepmann" Version="1.0"
 
-RUN apk update && apk upgrade
-
 # Install dependencies
-RUN apk add python3 py-pip
-
-# Clean APK cache
-RUN rm -rf /var/cache/apk/*
-
-# Install dependencies
-RUN pip install pep8 neovim
+RUN pip install --upgrade pip
+RUN pip install --no-cache-dir pep8 neovim