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WebRTC is READY. What’s Next?
A look at AI in RTC
Tsahi Levent-Levi
Tsahi Levent-Levi
• Consultant and analyst in digital communications
• Focus on WebRTC, CPaaS and ML/AI
• Co-founder and CEO of testRTC
BlogGeek.me
WebRTC is
READY
WebRTC is READY
#1 - Apple
WebRTC is READY
#2 - H.264 becoming a first class citizen
SFU
1080p
720p
360p
VP8 H.264 VP9 HEVC
VP8 H.264 VP9 HEVC
VP8 H.264 VP9 HEVC
VP8 H.264 VP9 HEVC
WebRTC is READY
#3 - Google has moved on, focusing on live streaming
What’s Next?
What are the “New Use Cases”?
• File Sharing
• Internet of Things
• Funny Hats
• Machine Learning
• Virtual Reality Gaming
• Secure Communications
The Future of RTC:
Machine
Learning
Chad Hart / cwh.consulting
Tsahi Levent-Levi / bloggeek.me
• Different vendors map ML/AI differently
• Different vendors tackle ML/AI differently
• We are still VERY early in the game
Voice Analytics
It all relies on speech to text
offline real-time
Voicemail
Transcription
Meeting
Transcription
Meeting
Summarization
Spam Call
Filtering
Voice
Assistants
Voice bots
Who is the bot? The customer or the business?
Google Duplex
Smart IVR
Outbound
2011 2012 2013 2014 2015 2016 2017 2018
Apple
introduces
Siri
Google launches
Google Now
Microsoft
Cortana on
Windows 10
Amazon
releases
Alexa &
Echo
Google
Acquires
API.AI
IBM
Launches
Watson
Virtual
Agent
Google
Home
Contact
Center AI
Apple
Homepod
Amazon
Echo
Connect
source:
Computer Vision
Quality Optimization
Can machine learning replace/improve current media processing algorithms?
t
quality
heuristics
Media Processing Pipeline is Ripe for innovation
Capture Encode Send
Receive Decode Play
Sender
Side
Receiver
side
source:
What will YOU do with
AI in RTC?krankygeek.com/research

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WebRTC is READY. What's Next?

  • 1.
  • 2. WebRTC is READY. What’s Next? A look at AI in RTC Tsahi Levent-Levi
  • 3. Tsahi Levent-Levi • Consultant and analyst in digital communications • Focus on WebRTC, CPaaS and ML/AI • Co-founder and CEO of testRTC BlogGeek.me
  • 6. WebRTC is READY #2 - H.264 becoming a first class citizen SFU 1080p 720p 360p
  • 7. VP8 H.264 VP9 HEVC VP8 H.264 VP9 HEVC VP8 H.264 VP9 HEVC VP8 H.264 VP9 HEVC
  • 8. WebRTC is READY #3 - Google has moved on, focusing on live streaming
  • 10. What are the “New Use Cases”? • File Sharing • Internet of Things • Funny Hats • Machine Learning • Virtual Reality Gaming • Secure Communications
  • 11. The Future of RTC: Machine Learning
  • 12. Chad Hart / cwh.consulting Tsahi Levent-Levi / bloggeek.me
  • 13.
  • 14. • Different vendors map ML/AI differently • Different vendors tackle ML/AI differently • We are still VERY early in the game
  • 15. Voice Analytics It all relies on speech to text offline real-time Voicemail Transcription Meeting Transcription Meeting Summarization Spam Call Filtering Voice Assistants
  • 16. Voice bots Who is the bot? The customer or the business? Google Duplex Smart IVR Outbound
  • 17. 2011 2012 2013 2014 2015 2016 2017 2018 Apple introduces Siri Google launches Google Now Microsoft Cortana on Windows 10 Amazon releases Alexa & Echo Google Acquires API.AI IBM Launches Watson Virtual Agent Google Home Contact Center AI Apple Homepod Amazon Echo Connect source:
  • 19. Quality Optimization Can machine learning replace/improve current media processing algorithms? t quality heuristics
  • 20. Media Processing Pipeline is Ripe for innovation Capture Encode Send Receive Decode Play Sender Side Receiver side source:
  • 21. What will YOU do with AI in RTC?krankygeek.com/research