diff --git a/fashion_mnist/Dockerfile b/fashion_mnist/Dockerfile
index 71c421b..13a8dea 100644
--- a/fashion_mnist/Dockerfile
+++ b/fashion_mnist/Dockerfile
@@ -1,4 +1,4 @@
-FROM horovod/horovod:0.16.0-tf1.12.0-torch1.0.0-mxnet1.4.0-py3.5
+FROM horovod/horovod:0.17.0.post1-tf1.14.0-torch1.2.0-mxnet1.5.0-py3.6
 
 RUN pip install jupyterlab
 
@@ -8,9 +8,6 @@ RUN ldconfig /usr/local/cuda/lib64/stubs && \
     python -c 'import keras; keras.datasets.fashion_mnist.load_data()' && \
     ldconfig
 
-# Until https://github.com/horovod/horovod/pull/858 is merged
-RUN ln -s /usr/local/bin/mpirun /usr/local/bin/horovodrun
-
 COPY . /tutorial
 
 WORKDIR /tutorial