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Beyond Human:
The Rise Of Machine Intelligence
Lucas Ives
PullString
@Lri - @PullStringInc
Nigel Duffy
Sentient Technologies
n/a - @sentientdai
Sarah Austin
Broad Listening
@sarahaustin
@BroadListening
Brandon Wirtz
Recognant
@bwops - n/a
Greg Corrado
Google
n/a - @googleresearch
Danny Sullivan
Search Engine Land
@dannysullivan
@sengineland
#SDCCAI
Thanks: @Sbroback & @Dent
•Industry leading platform for building computer conversation
•Author-driven
•Leverages advantages of AI, ML, NLP, ASR
•Direct support for team-based workflows
•Write once, publish anywhere
•Scalability, analytics, enterprise security
INTELLIGENT AUTONOMOUS
AGENTS
Nigel Duffy, Chief Technology Officer
Sentient Technologies
LEARN
Deep Neural Networks
http://playground.tensorflow.org/
Already in Everyday Products
Photos Inbox Maps
Seeing the World
Assisting Doctors
Strategic Intuition
Synthesizing Art
List of artificial intelligence films
https://en.wikipedia.org/wiki/List_of_artificial_intelligence_films
Which movies get artificial
intelligence right?
http://www.sciencemag.org/news/2015/07/which-movies-get-artificial-intelligence-
right
How Machine Learning Works,
As Explained By Google
http://marketingland.com/how-machine-learning-works-150366
Image credits: Wikipedia & Google
Beyond Human:
The Rise Of Machine Intelligence
Greg Corrado
Google
n/a - @googleresearch
Lucas Ives
PullString
@Lri - @PullStringInc
Sarah Austin
Broad Listening
@sarahaustin
@BroadListening
Nigel Duffy
Sentient Technologies
n/a - @sentientdai
Brandon Wirtz
Recognant
@bwops - n/a
Danny Sullivan
Search Engine Land
@dannysullivan
@sengineland
#SDCCAI
Thanks: @Sbroback & @Dent

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The Rise of Machine Intelligence

  • 1. Beyond Human: The Rise Of Machine Intelligence Lucas Ives PullString @Lri - @PullStringInc Nigel Duffy Sentient Technologies n/a - @sentientdai Sarah Austin Broad Listening @sarahaustin @BroadListening Brandon Wirtz Recognant @bwops - n/a Greg Corrado Google n/a - @googleresearch Danny Sullivan Search Engine Land @dannysullivan @sengineland #SDCCAI Thanks: @Sbroback & @Dent
  • 2. •Industry leading platform for building computer conversation •Author-driven •Leverages advantages of AI, ML, NLP, ASR •Direct support for team-based workflows •Write once, publish anywhere •Scalability, analytics, enterprise security
  • 3.
  • 4. INTELLIGENT AUTONOMOUS AGENTS Nigel Duffy, Chief Technology Officer Sentient Technologies
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 14. Already in Everyday Products Photos Inbox Maps
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31. List of artificial intelligence films https://en.wikipedia.org/wiki/List_of_artificial_intelligence_films Which movies get artificial intelligence right? http://www.sciencemag.org/news/2015/07/which-movies-get-artificial-intelligence- right How Machine Learning Works, As Explained By Google http://marketingland.com/how-machine-learning-works-150366 Image credits: Wikipedia & Google
  • 32. Beyond Human: The Rise Of Machine Intelligence Greg Corrado Google n/a - @googleresearch Lucas Ives PullString @Lri - @PullStringInc Sarah Austin Broad Listening @sarahaustin @BroadListening Nigel Duffy Sentient Technologies n/a - @sentientdai Brandon Wirtz Recognant @bwops - n/a Danny Sullivan Search Engine Land @dannysullivan @sengineland #SDCCAI Thanks: @Sbroback & @Dent

Hinweis der Redaktion

  1. find photos using text search, or face clustering quick, context-sensitive replies to email dedupe cleans noisy/bad data Google Photos - Back in the day of film cameras, or even digital cameras, we took a few pictures could afford the time to organize our photos. With the rise of mobile phones and higher capacity memory cards, we take far more pictures than we can curate. Image clustering (e.g. each family member) and search for untagged photos allows us to discover images in our collection. Smart Reply - Typing on a phone is hard, and we are often rushed by the deluge of email. Having prepared answers allows to tackle email more efficiently. Dedupe - Our data might have a lot of duplicate locations, for example two adjacent Starbucks locations. Except if you’re in Seattle, you may not want to dedupe as there really are that many Starbucks!
  2. find photos using text search, or face clustering quick, context-sensitive replies to email dedupe cleans noisy/bad data Google Photos - Back in the day of film cameras, or even digital cameras, we took a few pictures could afford the time to organize our photos. With the rise of mobile phones and higher capacity memory cards, we take far more pictures than we can curate. Image clustering (e.g. each family member) and search for untagged photos allows us to discover images in our collection. Smart Reply - Typing on a phone is hard, and we are often rushed by the deluge of email. Having prepared answers allows to tackle email more efficiently. Dedupe - Our data might have a lot of duplicate locations, for example two adjacent Starbucks locations. Except if you’re in Seattle, you may not want to dedupe as there really are that many Starbucks!
  3. Pedestrian detection isn’t the only component of a self-driving car, but it is critical to understand what is a pedestrian. This photo was taken around Halloween 2015 on the top level of the parking garage at the X office, where they test some of the cars. Understanding that pedestrians may not all have humanoid forms is important when the streets flood with kids every Halloween.
  4. We have build programs so that machine can learn how to play Atari games from the raw pixels and a score. And now, we’re tackled the most complex game - Go. In October 2015, AlphaGo beat the European champion, Fan Hui (whom we subsequently hired as advisor). Everyone thought that the “solving” Go would take many more decades. In March 2016, we took on the leading world player Lee Sedol. AlphaGo won 4-1. This represents a significant achievement in AGI. Go is a ~3000 year old game from China. Rules are very simple, but the number of game configurations is vast, ~641 orders of magnitude more than chess (10e761 vs 10e120). It is impossible to compute all possible configurations - there are more than the number of atoms in the universe. Chess - Deep Blue - 1997 Jeopardy - Watson - 2011