The assembly/bin.xml for the binary distribution artifact does not include the ViennaCL Jars:
mahout-native-viennacl_2.10.jar
mahout-native-viennacl-omp_2.10.jar
https://github.com/apache/mahout/blob/master/distribution/src/main/assembly/bin.xml
These need to be included.