(This is another question & answer copied from ICSI's new internal FAQ.)

Where can I find examples of how to do Quicknet MLP-based ASR?

There is an example as part of ICSI's open source SPRACHcore toolkit:
http://www.icsi.berkeley.edu/~dpwe/projects/sprach/sprachcore.html

Another example is at
http://www.icsi.berkeley.edu/Speech/papers/gelbart-ms/hybrid-testbed/
It shows how to do MLP speech recognition using the ISOLET corpus and
the noway decoder. It comes with a tutorial document with helpful
examples.