diff --git a/setup.py b/setup.py
index 1539c186e..915e34d7f 100644
--- a/setup.py
+++ b/setup.py
@@ -93,7 +93,9 @@
         numpy_include = np.get_numpy_include()
 
     # Determine if we have an available BLAS implementation
-    blas_info = get_info("blas_opt", 0)
+    if 'bdist_wheel' not in sys.argv:
+        blas_info = get_info("blas_opt", 0)
+
     numpy_available = True
 except ImportError as e:
     if is_building_tick:
diff --git a/tick/preprocessing/build/__init__.py b/tick/preprocessing/build/__init__.py
new file mode 100644
index 000000000..588cf7e93
--- /dev/null
+++ b/tick/preprocessing/build/__init__.py
@@ -0,0 +1 @@
+# License: BSD 3 clause
diff --git a/tick/simulation/src/hawkes.h b/tick/simulation/src/hawkes.h
index d67bfbb62..0bd8dfd98 100644
--- a/tick/simulation/src/hawkes.h
+++ b/tick/simulation/src/hawkes.h
@@ -7,6 +7,8 @@
 
 // License: BSD 3 clause
 
+#include "defs.h"
+
 #include <memory>
 
 #include <cfloat>
diff --git a/tick/simulation/src/hawkes_baselines/baseline.h b/tick/simulation/src/hawkes_baselines/baseline.h
index 6f6315d87..3cda9d294 100644
--- a/tick/simulation/src/hawkes_baselines/baseline.h
+++ b/tick/simulation/src/hawkes_baselines/baseline.h
@@ -4,9 +4,10 @@
 
 // License: BSD 3 clause
 
-#include <memory>
 #include "base.h"
 
+#include <memory>
+
 /*! \class HawkesBaseline
  * \brief A abstract class for Hawkes baselines
  */
diff --git a/tick/simulation/src/hawkes_baselines/constant_baseline.h b/tick/simulation/src/hawkes_baselines/constant_baseline.h
index a34e2d067..50e4f35cd 100644
--- a/tick/simulation/src/hawkes_baselines/constant_baseline.h
+++ b/tick/simulation/src/hawkes_baselines/constant_baseline.h
@@ -4,9 +4,10 @@
 
 // License: BSD 3 clause
 
-#include <cereal/types/polymorphic.hpp>
 #include "baseline.h"
 
+#include <cereal/types/polymorphic.hpp>
+
 /*! \class HawkesConstantBaseline
  * \brief A basic wrapper of double to represent \f$ \mu \f$ of Hawkes processes
  */
diff --git a/tick/simulation/src/hawkes_baselines/timefunction_baseline.h b/tick/simulation/src/hawkes_baselines/timefunction_baseline.h
index 23e40cd2c..a2fd408ae 100644
--- a/tick/simulation/src/hawkes_baselines/timefunction_baseline.h
+++ b/tick/simulation/src/hawkes_baselines/timefunction_baseline.h
@@ -4,10 +4,11 @@
 
 // License: BSD 3 clause
 
-#include <cereal/types/polymorphic.hpp>
 #include "base.h"
 #include "baseline.h"
 
+#include <cereal/types/polymorphic.hpp>
+
 /*! \class HawkesBaseline
  * \brief Class of time varying baselines modeled by TimeFunction
  */
diff --git a/tools/docker/build_wheels.sh b/tools/docker/build_wheels.sh
new file mode 100755
index 000000000..90de03d15
--- /dev/null
+++ b/tools/docker/build_wheels.sh
@@ -0,0 +1,18 @@
+#!/usr/bin/env bash
+
+set -e -x
+
+python_versions=(cp34-cp34m  cp35-cp35m  cp36-cp36m)
+
+for PYVER in ${python_versions[@]}; do
+    PYBIN=/opt/python/${PYVER}/bin
+
+    cd /io
+
+    "${PYBIN}/python3" -mpip install -r requirements.txt
+    "${PYBIN}/python3" setup.py bdist_wheel --dist-dir=/tick/wheelhouse
+done
+
+for whl in /tick/wheelhouse/*.whl; do
+    auditwheel repair "$whl" -w /io/wheelhouse/
+done
\ No newline at end of file
diff --git a/tools/docker/tick_manylinux1_x86_64/Dockerfile b/tools/docker/tick_manylinux1_x86_64/Dockerfile
index 0b0f3c996..f29317765 100644
--- a/tools/docker/tick_manylinux1_x86_64/Dockerfile
+++ b/tools/docker/tick_manylinux1_x86_64/Dockerfile
@@ -5,32 +5,19 @@ RUN yum update -y && yum install -y zlib-devel bzip2 bzip2-devel readline-devel
 
 ENV PATH="/root/.pyenv/bin:$PATH" SWIG_VER=3.0.12
 
-# Installing pyenv
-RUN curl -L https://raw.githubusercontent.com/pyenv/pyenv-installer/master/bin/pyenv-installer | bash
-
 # Installing swig
 RUN curl -O https://kent.dl.sourceforge.net/project/swig/swig/swig-${SWIG_VER}/swig-${SWIG_VER}.tar.gz && tar -xf swig-${SWIG_VER}.tar.gz && \
-	cd swig-${SWIG_VER} && ./configure && make && make install && \
+	cd swig-${SWIG_VER} && ./configure && make -j4 && make install && \
 	rm -rf swig-${SWIG_VER}.tar.gz swig-${SWIG_VER} 
 
 # Installing cmake
 RUN curl -O https://cmake.org/files/v3.8/cmake-3.8.0.tar.gz && tar -xf cmake-3.8.0.tar.gz && \
-    (cd cmake-3.8.0 && ./configure && gmake && gmake install) && \
+    (cd cmake-3.8.0 && ./configure && gmake -j4 && gmake install) && \
     rm -rf cmake-3.8.0.tar.gz cmake-3.8.0
 
 # Installing googletest
 RUN git clone https://github.com/google/googletest.git && \
-	(cd googletest && mkdir -p build && cd build && cmake .. && make && make install) && \
+	(cd googletest && mkdir -p build && cd build && cmake .. && make -j4 && make install) && \
 	rm -rf googletest
 
-# Installing necessary python versions
-RUN pyenv install 3.4.6 && pyenv install 3.5.3 && pyenv install 3.6.1
-
-COPY requirements.txt requirements.txt
-
-RUN eval "$(pyenv init -)" && \
-	pyenv local 3.4.6 && pip install -r requirements.txt -U pip && \
-	pyenv local 3.5.3 && pip install -r requirements.txt -U pip && \
-	pyenv local 3.6.1 && pip install -r requirements.txt -U pip
-
 LABEL maintainer "soren.poulsen@polytechnique.edu"
\ No newline at end of file
diff --git a/tools/docker/tick_manylinux1_x86_64/requirements.txt b/tools/docker/tick_manylinux1_x86_64/requirements.txt
deleted file mode 100644
index 57b1a5991..000000000
--- a/tools/docker/tick_manylinux1_x86_64/requirements.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-numpy
-numpydoc
-scipy
-matplotlib
-scikit-learn
-pandas
-
-cpplint
-wheel
-twine
-sphinx
-pillow
-bokeh
-
-auditwheel