diff --git a/Dockerfile b/Dockerfile
index b42bd00..f393901 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,15 +1,9 @@
 FROM    ubuntu:14.04
 RUN     apt-get -y update
-RUN     apt-get install --yes git-core python-pip python-scipy libgdal-dev libatlas-base-dev gfortran libfreetype6-dev libglib2.0-dev zlib1g-dev python-pycurl
+RUN     apt-get install --yes curl libgdal-dev python3-dev build-essential
 ADD     . /landsat
-RUN     pip install setuptools
-RUN     pip install -U pip
-RUN     pip install wheel
-RUN     pip install https://s3-us-west-2.amazonaws.com/ds-satellite-projects/landsat-util/numpy-1.10.4-cp27-cp27mu-linux_x86_64.whl
-RUN     pip install https://s3-us-west-2.amazonaws.com/ds-satellite-projects/landsat-util/Pillow-3.1.1-cp27-cp27mu-linux_x86_64.whl
-RUN     pip install https://s3-us-west-2.amazonaws.com/ds-satellite-projects/landsat-util/scikit_image-0.12.3-cp27-cp27mu-manylinux1_x86_64.whl
+RUN     curl -O https://bootstrap.pypa.io/get-pip.py
+RUN     python3 get-pip.py
+RUN     pip3 install numpy
 RUN     cd /landsat && pip install -r requirements-dev.txt
-RUN     sed -i 's/numpy.*//g' /landsat/requirements.txt
-RUN     sed -i 's/scipy.*//g' /landsat/requirements.txt
-RUN     sed -i 's/scikit-image.*//g' /landsat/requirements.txt
 RUN     cd /landsat && pip install -e .