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THE USE OF
ARTIFICIAL INTELLIGENCE
AND MACHINE LEARNING
IN SPEECH RECOGNITION
A CS Approach By
Uniphore Software Systems
Communicating with machines—
something that was near unthinkable in
the past—is today the driving force of new
generation Speech Recognition solutions.
THE NEW IMPERATIVES
FOR SPEECH RECOGNITION.
ARTIFICIAL INTELLIGENCE AND
MACHINE LEARNING.
INTRODUCTION TO
SPEECH RECOGNITION
TECHNOLOGY
1
Understanding Speech Recognition
Merging the ability of speech to relay
information with the use of advanced
analytical tools acts as a fundamental pillar of
modern day Speech Recognition.
Speech Recognition technology can be better
understood by correlating it with how our human
body recognizes speech.
Science has proven that humans detect
speech using our ears.
People identify the meaning of the words using
the left side of their brain (analytical), and
decode the associated emotions and
expressions using the right side of their brain
(holistic and creative).
SPEECH
RECOGNITION
UNRAVELED
A Speech Recognition solution…
SPEECH
RECOGNITION
UNRAVELED
The spoken audio
when converted
into machine
readable text
allows the user to
control the digital
device just by
speaking
replacing traditional
methods like keystrokes,
button clicks,
or screen taps
recognizes the
words and phrases
spoken
converts them into
a machine readable
format
paving the way for a
human-to-machine
communication
APPLICATIONS
OF
SPEECH RECOGNITION
2
DIY Customer experience in Customer Support
Hands-free experience when booking a cab
Voice-based command system in in car systems
Fool proof authentication system to authorize access
Game-changing technology to prevent fraud
High performance aircrafts and air traffic control
Voice commands for people with disabilities
Restoring short term memory loss for people suffering
from stroke
A FIRST LOOK AT
ARTIFICIAL INTELLIGENCE AND
MACHINE LEARNING
3
ARTIFICIAL INTELLIGENCE
AND MACHINE LEARNING
ARE OFTEN THOUGHT TO BE
THE SAME.
THEY ARE NOT.
AI is based on various disciplines
ARTIFICIAL
INTELLIGENCE
DECODED
AI is all about making machines intelligent using
advanced computer intelligence.
Mathematics
LinguisticsEngineering
Psychology Biology
Computer
Science
ARTIFICIAL
INTELLIGENCE
DECODED the specific question or
problem it is meant to
solve
If a computer program is created…
VS
without AI
capability
with AI
capability
the specific question but also
related general questions by
understanding them intelligently
ANSWERS
AI-based SR tools understand not only spoken
languages, but also can track emotions, accents, and
behavior patterns.
MACHINE
LEARNING
DECODED
Large
data sets
ML-based systems make use of…
Machine Learning is a subset of AI whereby the smart AI capable
machine uses large data sets to “learn” on its own.
Training
algorithms
DEVELOP
knowledge from
those data sets
ALLOW
programs to
make
predictions
recognize
patterns
HOW AI AND ML
CAN BE LEVERAGED IN
SR – BASED APPLICATIONS
4
Smart Speech Analytics software makes use of AI and ML capabilities,
allowing contact centers to drive critical business goals.
the applications are
able to analyze
existing speech data
to build statistically strong
models and enrich it with
live data
to predict outcomes
with high confidence
levels
SELF-LEARNING
DIALECT ADAPTATION
DESCRIPTIVE AND
DIAGNOSTIC ANALYSIS
CONFIGURATION OF
BUSINESS RULES
EMOTION DETECTION
AND TRACKING
SR-BASED SPEECH ANALYTICS TODAY IS NO LONGER WHAT IT WAS.
EARLIER NOW
Offering pre-defined analytics and
improving contact center efficiency
VS
Surfacing hidden trends and patterns, and
decoding new business opportunities
HOW AI AND ML
HELP SCALE
SPEECH RECOGNITION
5
Microsoft first introduced its Speech Recognition technology
alongside its popular OS Windows 95.
Cortana, Microsoft’s latest phone assistant now built into
Windows 10 that uses AI and ML based Speech Recognition
technology, offers almost 90% accuracy.
Speech Recognition technology by Microsoft's Artificial
Intelligence and Research Unit has surpassed the performance of
human transcribers, making it one of the most accurate systems
ever.
Google's AI experts have predicted that, by 2019, half of web searches
will be through speech and images.
By improving its Speech Recognition technology, Google currently
offers voice search with an accuracy rate of 92%.
Google's Speech Recognition technology is offered to consumers via the
Google app for voice diction on Android phones.
auMina
FROM UNIPHORE:
AI AND ML CAPABILITIES
6
REFINING
QUALITY
OF
CONVERSATIONS
…the best speech engine without any user intervention
auMina offers an inbuilt audio quality tool that…
Analyze
voice
conversations
USES
ML
capabilities
Uses
dynamic
processing
SELECTS
STRUCTURING
DATA FOR
INTERPRETATION
AND ANALYSIS
AI allows auMina's
Business Rules Assistant to
Superior
Business
Insights
Business
Outcome
Configuration
Multiple
Configurations
LEARN
from
ENABLING
…giving businesses interactive data analysis capabilities
The AI and ML capabilities of auMina…
Analyst
to
drill down
ALLOWS
Identify
Root
causesTRACKS
issues
with ease
IDENTIFYING
ROOT CAUSE
OF PROBLEMS
SMARTLY
To know more about how your organization can benefit
by deploying a smart customized speech analytics
program through a demo, please write in at:
bd@uniphore.com
To download your copy
of the whitepaper on this subject,
please click here.
Uniphore Software Systems is a
frontrunner in the Speech
Recognition Technology and Virtual
Assistant domains. It partners with
over 70 enterprise clients and has
over 4 million end users.
Uniphore was recognized by Deloitte
as a “Technology Fast 500 company”
in Asia Pacific in 2014 and was also
ranked as the 10th fastest growing
technology company in India by
“Deloitte Fast 50” in 2015.

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The Use of Artificial Intelligence and Machine Learning in Speech Recognition

  • 1. THE USE OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN SPEECH RECOGNITION A CS Approach By Uniphore Software Systems
  • 2. Communicating with machines— something that was near unthinkable in the past—is today the driving force of new generation Speech Recognition solutions.
  • 3. THE NEW IMPERATIVES FOR SPEECH RECOGNITION. ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING.
  • 5. Understanding Speech Recognition Merging the ability of speech to relay information with the use of advanced analytical tools acts as a fundamental pillar of modern day Speech Recognition.
  • 6. Speech Recognition technology can be better understood by correlating it with how our human body recognizes speech. Science has proven that humans detect speech using our ears. People identify the meaning of the words using the left side of their brain (analytical), and decode the associated emotions and expressions using the right side of their brain (holistic and creative). SPEECH RECOGNITION UNRAVELED
  • 7. A Speech Recognition solution… SPEECH RECOGNITION UNRAVELED The spoken audio when converted into machine readable text allows the user to control the digital device just by speaking replacing traditional methods like keystrokes, button clicks, or screen taps recognizes the words and phrases spoken converts them into a machine readable format paving the way for a human-to-machine communication
  • 9. DIY Customer experience in Customer Support Hands-free experience when booking a cab Voice-based command system in in car systems Fool proof authentication system to authorize access
  • 10. Game-changing technology to prevent fraud High performance aircrafts and air traffic control Voice commands for people with disabilities Restoring short term memory loss for people suffering from stroke
  • 11. A FIRST LOOK AT ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING 3
  • 12. ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING ARE OFTEN THOUGHT TO BE THE SAME. THEY ARE NOT.
  • 13. AI is based on various disciplines ARTIFICIAL INTELLIGENCE DECODED AI is all about making machines intelligent using advanced computer intelligence. Mathematics LinguisticsEngineering Psychology Biology Computer Science
  • 14. ARTIFICIAL INTELLIGENCE DECODED the specific question or problem it is meant to solve If a computer program is created… VS without AI capability with AI capability the specific question but also related general questions by understanding them intelligently ANSWERS AI-based SR tools understand not only spoken languages, but also can track emotions, accents, and behavior patterns.
  • 15. MACHINE LEARNING DECODED Large data sets ML-based systems make use of… Machine Learning is a subset of AI whereby the smart AI capable machine uses large data sets to “learn” on its own. Training algorithms DEVELOP knowledge from those data sets ALLOW programs to make predictions recognize patterns
  • 16. HOW AI AND ML CAN BE LEVERAGED IN SR – BASED APPLICATIONS 4
  • 17. Smart Speech Analytics software makes use of AI and ML capabilities, allowing contact centers to drive critical business goals. the applications are able to analyze existing speech data to build statistically strong models and enrich it with live data to predict outcomes with high confidence levels SELF-LEARNING DIALECT ADAPTATION DESCRIPTIVE AND DIAGNOSTIC ANALYSIS CONFIGURATION OF BUSINESS RULES EMOTION DETECTION AND TRACKING
  • 18. SR-BASED SPEECH ANALYTICS TODAY IS NO LONGER WHAT IT WAS. EARLIER NOW Offering pre-defined analytics and improving contact center efficiency VS Surfacing hidden trends and patterns, and decoding new business opportunities
  • 19. HOW AI AND ML HELP SCALE SPEECH RECOGNITION 5
  • 20. Microsoft first introduced its Speech Recognition technology alongside its popular OS Windows 95. Cortana, Microsoft’s latest phone assistant now built into Windows 10 that uses AI and ML based Speech Recognition technology, offers almost 90% accuracy. Speech Recognition technology by Microsoft's Artificial Intelligence and Research Unit has surpassed the performance of human transcribers, making it one of the most accurate systems ever.
  • 21. Google's AI experts have predicted that, by 2019, half of web searches will be through speech and images. By improving its Speech Recognition technology, Google currently offers voice search with an accuracy rate of 92%. Google's Speech Recognition technology is offered to consumers via the Google app for voice diction on Android phones.
  • 22. auMina FROM UNIPHORE: AI AND ML CAPABILITIES 6
  • 23. REFINING QUALITY OF CONVERSATIONS …the best speech engine without any user intervention auMina offers an inbuilt audio quality tool that… Analyze voice conversations USES ML capabilities Uses dynamic processing SELECTS
  • 24. STRUCTURING DATA FOR INTERPRETATION AND ANALYSIS AI allows auMina's Business Rules Assistant to Superior Business Insights Business Outcome Configuration Multiple Configurations LEARN from ENABLING
  • 25. …giving businesses interactive data analysis capabilities The AI and ML capabilities of auMina… Analyst to drill down ALLOWS Identify Root causesTRACKS issues with ease IDENTIFYING ROOT CAUSE OF PROBLEMS SMARTLY
  • 26. To know more about how your organization can benefit by deploying a smart customized speech analytics program through a demo, please write in at: bd@uniphore.com To download your copy of the whitepaper on this subject, please click here.
  • 27. Uniphore Software Systems is a frontrunner in the Speech Recognition Technology and Virtual Assistant domains. It partners with over 70 enterprise clients and has over 4 million end users. Uniphore was recognized by Deloitte as a “Technology Fast 500 company” in Asia Pacific in 2014 and was also ranked as the 10th fastest growing technology company in India by “Deloitte Fast 50” in 2015.