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2009   |   Westergasfabriek   |   Amsterdam   |   http://eComm.ec
Practical Edge of
Speech Technology

    Moshe Yudkowsky
   www.Disaggregate.com
                          2
“Practical” is Relative


              Affordable

              Schedule

             Achievable

                           3
Core Technology: Speech
            Recognition (ASR), Text-
Engines     to-Speech (TTS),
            Biometrics, Thynometrics
            (emotions)
            Data mining, problem
Analytics
            discovery


                                       4
Two 20-second Exercises




                          5
Two 20-second Exercises

   Exercise 1


   Travel Agency
    Automated
   Reservations



                          5
Two 20-second Exercises

   Exercise 1       Exercise 2


   Travel Agency   Twitter Update
    Automated        of eComm
   Reservations     Conference



                                    5
Lessons
Exercise 1     Exercise 2




                            6
Lessons
  Exercise 1       Exercise 2
Everyone has the
 same & simple
    answers
  Call centers;




                                6
Lessons
  Exercise 1       Exercise 2
Everyone has the
  same & simple
     answers
   Call centers;
 standard device
    commands
     Speaker


                                6
Lessons
  Exercise 1       Exercise 2
Everyone has the
  same & simple
     answers
   Call centers;
 standard device
    commands
     Speaker
     Speaker
   Independent
                                6
Lessons
  Exercise 1        Exercise 2
Everyone has the
                   Highly Personal
  same & simple
                      Answers
     answers
   Call centers;
 standard device
    commands
     Speaker
     Speaker
   Independent
                                     6
Lessons
  Exercise 1        Exercise 2
Everyone has the
                   Highly Personal
  same & simple
                      Answers
     answers
   Call centers;
                   Dictation; voice
 standard device
                       search
    commands
     Speaker          Speaker
     Speaker
   Independent
                                      6
Lessons
  Exercise 1        Exercise 2
Everyone has the
                   Highly Personal
  same & simple
                      Answers
     answers
   Call centers;
                   Dictation; voice
 standard device
                       search
    commands
     Speaker          Speaker
     Speaker
                     Dependent
   Independent
                        or
                                      6
Network Hardware for
Speaker Independent


                       7
Network-
based
systems:
Your
equipment
(“Premises”)
Network-
based
systems:
“Hosted”
Local Hardware



                 10
Device-
based
systems
                       ASR
             Results

Local
Recogniti
on
Known text
Complex,
personal
text
Device-
based
systems:
Hybrid

              Voice    Results
Voice to
server,
data back
to device
Speaker
independent
(?)                   ASR
Engine
       Speech Recognition (ASR)
s



Summary:
You can do almost anything — but
the more you do, the more you
pay.
                                   13
Telephony ASR is excellent:
Inexpensiv “What city?”—
           “Amsterdam”
           “What is wrong with your
           phone?” — “I dropped it
Very
           on the floor, and the
expensive
           screen is cracked, and
           now I can’t see anything.”


                                        14
Cautions

No such thing as “speech to text”
 Speaker dependent comes closest
 Voicemail to text: human assisted
 Some telephone ASR is also human
 assisted




                                     15
Speaker Dependant


Desktop computers can do excellent
transcription, need corrections
Hand-held devices have more
memory & power → better ASR




                                     16
Engine
       Text-to-speech (TTS)
s



Summary:
Available in many languages,
reasonable quality, sometimes
difficult to understand.
                                17
18
TTS requires language understanding
and specific jargon translation:




                                      18
TTS requires language understanding
and specific jargon translation:
 “Mr.” → “Mister”




                                      18
TTS requires language understanding
and specific jargon translation:
 “Mr.” → “Mister”
 “bbl” →“Be Back Later




                                      18
TTS requires language understanding
and specific jargon translation:
 “Mr.” → “Mister”
 “bbl” →“Be Back Later
 “287 m” →“about 300 meters”




                                      18
TTS requires language understanding
and specific jargon translation:
 “Mr.” → “Mister”
 “bbl” →“Be Back Later
 “287 m” →“about 300 meters”
Custom voices available


                                      18
Biometrics (Speaker
Engine Identification, Speaker
s      Verification, Speaker
       Characterization)

Summary:
Speaker verification practical but
still rare; speaker identification &
characterization practical and
secret
                                      19
Speaker Verification (is that really
you?)
 Available, practical
 Rare in the US, more prevalent in
 Australia, Israel, and Canada
 Roadblocks: valid fear; fear of
 biometrics; love of fingerprints;
 only part of complete solution

                                      20
•Speaker Identification (who are
you?)
•Speaker Characterization (what are
you?)




                                      21
Analytic Data mining, problem
s        discovery




Summary:
Surprising useful, expensive

                                22
Not a real-time process
Word searches, “speech to text”
Emotion detection by ASR (swearing)
and by thynometrics (pitch, volume)



                                      23
About Disaggregate



              Moshe Yudkowsky
              Disaggregate
              2952 W. Fargo
              Chicago, IL 60645
              +1 773 764 8727
              www.Disaggregate.com
Headline Sponsor




                      Platinum Sponsors




                        Gold Sponsors




2009   |   Westergasfabriek   |   Amsterdam   |   http://eComm.ec

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Moshe Yudkowsky's Presentation at Emerging Communication Conference & Awards 2009 Europe

  • 1. 2009 | Westergasfabriek | Amsterdam | http://eComm.ec
  • 2. Practical Edge of Speech Technology Moshe Yudkowsky www.Disaggregate.com 2
  • 3. “Practical” is Relative Affordable Schedule Achievable 3
  • 4. Core Technology: Speech Recognition (ASR), Text- Engines to-Speech (TTS), Biometrics, Thynometrics (emotions) Data mining, problem Analytics discovery 4
  • 6. Two 20-second Exercises Exercise 1 Travel Agency Automated Reservations 5
  • 7. Two 20-second Exercises Exercise 1 Exercise 2 Travel Agency Twitter Update Automated of eComm Reservations Conference 5
  • 8. Lessons Exercise 1 Exercise 2 6
  • 9. Lessons Exercise 1 Exercise 2 Everyone has the same & simple answers Call centers; 6
  • 10. Lessons Exercise 1 Exercise 2 Everyone has the same & simple answers Call centers; standard device commands Speaker 6
  • 11. Lessons Exercise 1 Exercise 2 Everyone has the same & simple answers Call centers; standard device commands Speaker Speaker Independent 6
  • 12. Lessons Exercise 1 Exercise 2 Everyone has the Highly Personal same & simple Answers answers Call centers; standard device commands Speaker Speaker Independent 6
  • 13. Lessons Exercise 1 Exercise 2 Everyone has the Highly Personal same & simple Answers answers Call centers; Dictation; voice standard device search commands Speaker Speaker Speaker Independent 6
  • 14. Lessons Exercise 1 Exercise 2 Everyone has the Highly Personal same & simple Answers answers Call centers; Dictation; voice standard device search commands Speaker Speaker Speaker Dependent Independent or 6
  • 19. Device- based systems ASR Results Local Recogniti on Known text Complex, personal text
  • 20. Device- based systems: Hybrid Voice Results Voice to server, data back to device Speaker independent (?) ASR
  • 21. Engine Speech Recognition (ASR) s Summary: You can do almost anything — but the more you do, the more you pay. 13
  • 22. Telephony ASR is excellent: Inexpensiv “What city?”— “Amsterdam” “What is wrong with your phone?” — “I dropped it Very on the floor, and the expensive screen is cracked, and now I can’t see anything.” 14
  • 23. Cautions No such thing as “speech to text” Speaker dependent comes closest Voicemail to text: human assisted Some telephone ASR is also human assisted 15
  • 24. Speaker Dependant Desktop computers can do excellent transcription, need corrections Hand-held devices have more memory & power → better ASR 16
  • 25. Engine Text-to-speech (TTS) s Summary: Available in many languages, reasonable quality, sometimes difficult to understand. 17
  • 26. 18
  • 27. TTS requires language understanding and specific jargon translation: 18
  • 28. TTS requires language understanding and specific jargon translation: “Mr.” → “Mister” 18
  • 29. TTS requires language understanding and specific jargon translation: “Mr.” → “Mister” “bbl” →“Be Back Later 18
  • 30. TTS requires language understanding and specific jargon translation: “Mr.” → “Mister” “bbl” →“Be Back Later “287 m” →“about 300 meters” 18
  • 31. TTS requires language understanding and specific jargon translation: “Mr.” → “Mister” “bbl” →“Be Back Later “287 m” →“about 300 meters” Custom voices available 18
  • 32. Biometrics (Speaker Engine Identification, Speaker s Verification, Speaker Characterization) Summary: Speaker verification practical but still rare; speaker identification & characterization practical and secret 19
  • 33. Speaker Verification (is that really you?) Available, practical Rare in the US, more prevalent in Australia, Israel, and Canada Roadblocks: valid fear; fear of biometrics; love of fingerprints; only part of complete solution 20
  • 34. •Speaker Identification (who are you?) •Speaker Characterization (what are you?) 21
  • 35. Analytic Data mining, problem s discovery Summary: Surprising useful, expensive 22
  • 36. Not a real-time process Word searches, “speech to text” Emotion detection by ASR (swearing) and by thynometrics (pitch, volume) 23
  • 37. About Disaggregate Moshe Yudkowsky Disaggregate 2952 W. Fargo Chicago, IL 60645 +1 773 764 8727 www.Disaggregate.com
  • 38. Headline Sponsor Platinum Sponsors Gold Sponsors 2009 | Westergasfabriek | Amsterdam | http://eComm.ec

Hinweis der Redaktion

  1. Other topics: APIs, IDE, Grammar building tools, VUI tools
  2. 1. Ask the person next to you a question as if you were an airline reservations system. Find out what city he wants to fly to. 2. Ask the person next to you for a twitter updates of the conference.
  3. 1. Ask the person next to you a question as if you were an airline reservations system. Find out what city he wants to fly to. 2. Ask the person next to you for a twitter updates of the conference.
  4. Google, for example, does Voice mail transcriptions - poorly.
  5. Google, for example, does Voice mail transcriptions - poorly.
  6. Google, for example, does Voice mail transcriptions - poorly.
  7. Google, for example, does Voice mail transcriptions - poorly.
  8. Google, for example, does Voice mail transcriptions - poorly.
  9. Google, for example, does Voice mail transcriptions - poorly.
  10. Practical deployment configurations
  11. The telco server is also hosted. The voice of the user (the “utterance”) must have a good, clean path to the recognition system.
  12. Known text: address book, firmware Complex: dictation, add-on
  13. Not practical in the network: who is using the phone?
  14. We have reviewed the hardware and the types of recognition. I will now review some more specific details about recognition.
  15. Not magic. You still have to manage the data; enroll users; deal with users who are locked out; etc.