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End-to-end learning can sometimes map inputs directly to complex outputs such as transcripts, masks, or other structured labels when suitable labeled pairs are available.
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In an end-to-end speech recognition system, what goes in and what comes out?
A speech-to-text transcript is a rich output because it can contain many words rather than a single number.
Speech Recognition Inputs
Match each item in an end-to-end speech system to what it represents.
Order the checks for deciding whether a problem fits direct end-to-end learning with rich outputs.
What trend does modern deep learning show for end-to-end systems with complex outputs?
End-to-end learning can sometimes map inputs directly to complex outputs such as transcripts, masks, or other structured labels when suitable labeled pairs are available.
End-to-end systems that produce rich outputs are an _____ direction in deep learning.
Match each output example to whether it is a rich output or a single-number output.
Put the stages of an end-to-end speech recognizer into the correct order.
Why Speech-to-Text Is a Rich-Output Task
Transcribing Spoken Notes and the Data Needed for End-to-End Training
Input and Output in a Speech-to-Text System