Weitere ähnliche Inhalte Ähnlich wie #AI is About to Reshape the Workplace & Your Organization's #DataStrategy (20) Kürzlich hochgeladen (20) #AI is About to Reshape the Workplace & Your Organization's #DataStrategy1. © 2016 All Rights Reserved | Steve Ardire
“AI Is About To Go Mainstream to Reshape The Workplace and
your organization's Data Strategy"
https://shar.es/14YusM
#MachineIntelligence is red hot space but startups face uphill battle https://re-
work.co/blog/guest-steve-ardire-machine-intelligence-startups
Steve Ardire
Strategic Advisor #Machineintelligence Startups
Twitter: @sardire skype: sardire
http://www.linkedin.com/in/sardire
Worked with 40 startups over past 20 years to shape serendipity by
interrogating reality to connect and illuminate the dots that matter.
Drilling Deeper for Insights on #MachineIntelligence
Landscape http://goo.gl/hjF66n over 16K impressions
Will 2016 be Year of the Virtual Assistants panel session at https://www.re-work.co/
events/svpa-sanfrancisco-2016 in SF Jan 28 - 29, 2016
3. © 2015 All Rights Reserved | Steve Ardire
10 Stats On Artificial Intelligence
http://socialmediaweek.org/blog/2016/02/10-stats-artificial-intelligence-foreshadow-future-society/ #machineintelligence
2. By 2020, 85% of customer interactions will be managed without a human. (Gartner)
4. By 2018, six billion connected devices will proactively ask for support. (Gartner)
5. 44% of executives believe artificial intelligence’s most important benefit is
“automated communications that provide data that can be used to make
decisions.” (Narrative Science)
6. By the end of 2018, “customer digital assistants” will recognize customers by face
and voice across channels and partners. (Gartner)
7. 80% of executives believe artificial intelligence improves worker performance and
creates jobs. (Narrative Science)
8. By 2020, smart agents will manage 40% of mobile interactions. (Gartner)
Artificial Intelligence Market estimated to reach $40 billion by 2022
4. © 2016 All Rights Reserved | Steve Ardire
So Is Big Data Still a Thing?
https://www.linkedin.com/pulse/big-data-still-thing-2016-landscape-matt-turck
5. © 2015 All Rights Reserved | Steve Ardire
These new terms now RULE !
Why #MachineIntelligence is new hunting ground? via @sogeti'
My simple definition
machinelearning + AI = machineintelligence ‘analogous’ to cognitivecomputing
6. © 2016 All Rights Reserved | Steve Ardire
Quick recap of key slides from
panel at EDW 2015 in Wash DC
7. © 2015 All Rights Reserved | Steve Ardire
by @cirrus_shakeri on @LinkedIn https://www.linkedin.com/pulse/from-big-data-intelligent-applications-cirrus-shakeri
8. © 2015 All Rights Reserved | Steve Ardire
Basic Recipe For Machine Reasoning Explained In
A Single PowerPoint Slide
Ng advised this is
highly simplified
explanation of what his
job entails and often
computer scientists
still run into problems
even after following
these steps. At this
point, you need to
modify the network
architecture. Or cast
some black magic
9. © 2016 All Rights Reserved | Steve Ardire
PurePredictive’s AI churns through thousands of predictive
models then combines into a complex model
“I got everyone here to start calling them “super models”.
http://www.prurgent.com/2015-12-22/pressrelease400648.htm
10. © 2015 All Rights Reserved | Steve Ardire
The future of the Internet is FLOW
11. © 2015 All Rights Reserved | Steve Ardire
DataLake term
somewhat
oxymoronic
Implications of FLOW
Data is
increasingly
being delivered
in streams
Human modelers, information architects,
taxonomists, ontologists still needed but
increasing need for #machineintelligence
for variety and veracity
12. © 2015 All Rights Reserved | Steve Ardire
FLOW or stream intelligence is top priority for CAOs
CAO’s = Chief Analytics Officer
13. © 2015 All Rights Reserved | Steve Ardire
“machine learning + artificial intelligence”
“machine learning + artificial intelligence”
© 2015 All Rights Reserved | Steve Ardire
v1.0 by @shivon ( 2.0 version Dec 2015 )
14. © 2015 All Rights Reserved | Steve Ardire
My Synopsis
Today mostly Supervised Learning ( training
instances labelled with reinforcement ) where Deep
Learning paramount ( scaling Convolutional and
Recurrent Artificial Neural Networks or RNN ).
The future is Unsupervised Learning where
machines can infer what they don't know about
and are given no positive or negative reinforcement
Machine Intelligence processes data for pattern discovery, discern context, make
inferences, reasons, learns, improves over time.
“unsupervised learning important component in building really intelligent systems—if
you look at how humans learn, it’s almost entirely unsupervised.”
- Jeff Dean who leads Google Brain
“Data Scientists Don’t Scale”
15. © 2016 All Rights Reserved | Steve Ardire
What is Machine Intelligence vs Machine Learning vs. Deep Learning vs AI
http://numenta.com/blog/machine-intelligence-machine-learning-deep-learning-artificial-intelligence.html
Good comparative table but biased towards Numenta because @ibmwatson no longer just classic AI and other
players have solid roadmap for machine intelligence
16. © 2015 All Rights Reserved | Steve Ardire
Next Wave Of Enterprise Software Powered By Machine Learning
http://techcrunch.com/2015/07/27/the-next-wave-of-enterprise-software-powered-by-machine-learning/#.nufr3i:KVvF
“Alluding to Peter Drucker’s thinking, effectiveness should be a
human pursuit, while efficiency should be delegated to machines”
‘Systems of Intelligence’ replace Systems of Record with real-time data to
constantly learn and predict/influence customer decisions.
http://siliconangle.com/blog/2015/08/11/wikibon-sees-systems-of-intelligence-dominate-future-it-landscape/
17. © 2015 All Rights Reserved | Steve Ardire
State of AI & Big Data in Enterprise
http://www.narrativescience.com/state-of-ai
18. © 2015 All Rights Reserved | Steve Ardire© 2015 All Rights Reserved | Steve Ardire
19. © 2015 All Rights Reserved | Steve Ardire
AI Is About To Go Mainstream And Reshape The Workplace
http://techcrunch.com/2015/09/29/ai-is-about-to-go-mainstream-and-reshape-the-workplace/
20. © 2015 All Rights Reserved | Steve Ardire
How AI will revolutionise the marketing industry
http://www.thedrum.com/opinion/2015/06/02/machine-learning-how-ai-will-revolutionise-marketing-industry
Goal: deliver right message to right person over right channel with two way conversation in real-time
Saatchi's intelligent advertising billboard that judges a viewers' emotions
before generating phrases in response
http://www.mirror.co.uk/news/uk-news/saatchis-intelligent-billboard-can-tell-6125060#ICID=sharebar_twitter
• Natural language-generating engine for
phrases that are constantly changing
• Create ads whose images and phrases
evolve based on viewer response.
• Live interaction and facial recognition
could possibly be the next step
Data + machine intelligence = artificial intuition that ‘mimics’ human intuition
Sentience: The Coming AI Revolution and the Implications for Marketing
http://www.marketingmagazine.co.uk/article/1352712/sentience-coming-ai-revolution-implications-marketing
• messages based on specific purchasing and behavioral data about you will take form of spectacular
content and experiences, indiscernible from entertainment.
21. © 2016 All Rights Reserved | Steve Ardire
Based on graph a recommendation may be US government decrease spending on
science to reduce the number of suicides by hanging.
Stop worrying about deep learning & deepen your understanding of CAUSALITY
http://wp.me/p4grjq-nT
‘Correlation does not imply causation’
22. © 2016 All Rights Reserved | Steve Ardire
AI rapidly becoming most powerful tool to business world
http://rcnt.eu/94c
Causal AI, otherwise known as ‘common-sense AI’ has the greatest potential to change the way
industries operate and businesses compete”
23. © 2015 All Rights Reserved | Steve Ardire
"People don't change behavior on information, they change it on emotion"
where AI becomes UI for cognitive reasoning systems
https://vimeo.com/128835008
Emotional Engagement defines context
of interaction for understanding
behavior, perception, learning
https://goo.gl/y6s8G9
This Freaky Baby Could Be the Future of
Computer Learning working with @ibmwatson
http://bloom.bg/1XMJpvy
24. © 2016 All Rights Reserved | Steve Ardire
Ray Kurzweil: computers will match or beat human intelligence
with emotions & sense of humor
http://cnnmon.ie/1QBh1KK #machineintelligence
25. © 2015 All Rights Reserved | Steve Ardire
Transformation to Cognitive Computing
26. © 2016 All Rights Reserved | Steve Ardire
IBM And $2 Trillion
http://seekingalpha.com/article/3944666-ibm-2-trillion?source=tweet $DATA $FB $GOOG $INTC $MSFT $QLIK $GOOGL $IBM
27. © 2016 All Rights Reserved | Steve Ardire
New IBM Cloud Services Help Developers Put #Blockchain Code to Work
http://www.ibm.com/blockchain/what_is_blockchain.html
28. © 2016 All Rights Reserved | Steve Ardire
Expanding Watson Developer Cloud & BlueMix
29. © 2016 All Rights Reserved | Steve Ardire
Satya Nadella, CEO Microsoft
“At the heart of every business in the future will be
systems of intelligence, powerful AI that helps
people understand the past and predict the future”
Mark Zuckerberg, CEO Facebook
“With our work in AI, we continue to make
progress towards the new generation of
computers that can see and understand. Over the
last year, we published dozens of research papers
including some of the leading work on image
recognition and language understanding. To drive
the entire AI community forward, we've also open-
sourced software and a lot of new AI hardware
platform”
Sundar Pichai, CEO Google
“The next wave will be powered by big advances
in machine learning and artificial intelligence, an
area where we believe we lead the industry.
DeepMind is the first ever to master the game of
Go with artificial intelligence”
Other BIG Players in #MachineIntelligence
32. © 2016 All Rights Reserved | Steve Ardire
New High In Deals To Artificial Intelligence Startups In Q1’16
https://www.cbinsights.com/blog/artificial-intelligence-startups-q1-2016-funding/
33. © 2016 All Rights Reserved | Steve Ardire
recorded at IBM InterConnect 2016
recorded at IBM InterConnect 2
http://www.ibmbigdatahub.com/podcast/how-open-source-transforming-cognitive-computing
Open source Machine Intelligence will be significant
34. © 2015 All Rights Reserved | Steve Ardire
Machine Intelligence Red Hot Space but Startups Face Uphill Battle 1
January 16, 2016 by Steve Ardire, Strategic Advisor at Startups
https://www.re-work.co/blog/guest-steve-ardire-machine-intelligence-startups
In 'state of machine intelligence 2.0', Shivon Zilis stated startups shifting to focusing
on solving specific business problems as enterprises are becoming “machine
intelligence literate” but vs BIG players there’s 3 significant hurdles to overcome
Hurdle 1
Having right algorithms does not guarantee winning because startups also need
access to right data sources where big players like Google, Facebook, Amazon and
have the advantage so startups face a serious chicken and egg problem.
Hurdle 2
Big players rapidly pushing AI towards new horizons and open sourcing machine
Intelligence designs like Google Tensorflow and Cloud Vision API, Facebook Big Sur,
IBM System ML, Microsoft Distributed Machine Learning Toolkit and now Open.AI
with $1B in funding in addition to their commercial offerings like @ibmwatson.
Hurdle 3
Most categories fall into Artificial Narrow Intelligence which excels at one function but
pretty much everywhere so competitive differentiation and upsides are limited.
35. © 2015 All Rights Reserved | Steve Ardire
Machine Intelligence Red Hot Space but Startups Face Uphill Battle 2
January 16, 2016 by Steve Ardire, Strategic Advisor at Startups
https://www.re-work.co/blog/guest-steve-ardire-machine-intelligence-startups
To be ‘intelligent” means having conversational AI capabilities (not Q&A) with
context-aware episodic memory and transitive reasoning to understand and
respond with problem discovery and resolution.
36. © 2015 All Rights Reserved | Steve Ardire
http://upflow.co/l/Htal
37. © 2015 All Rights Reserved | Steve Ardire
Robots taking over Jobs
• Robotics / AI market $150B by 2020,
improve productivity by 30%
• McKinsey: by 2025, robots could
produce an output equivalent to 40-75
million workers in both industrial and
service roles.
• A University of Oxford study finds that
47% of US jobs might be at risk within
the next two decades due to
advances in computers, automation
and artificial intelligence.
If your job is 'Routine Cognitive' or
'Routine manual" then high probably of
being replaced by machineintelligence or
robotics. However if your job is 'Non
Routine Cognitive' than lower probably of
being replaced by machineintelligence.
McKinsey: 60% of occupations could have 30% or more of their activities automated.
38. © 2016 All Rights Reserved | Steve Ardire
"Coping with Humans:" A Support Group for Bots is a terrific ad
https://www.youtube.com/watch?v=f8T8eWBmls0&feature=youtu.be
39. © 2016 All Rights Reserved | Steve Ardire
4/1/2016 #NewWayToWork Futurist@LOMBARDI_GLORIA speaks with
software startup advisor Steve Ardire to explore the state of AI and its
implications for the future of work https://www.ibm.com/blogs/social-
business/2016/04/01/artificial-intelligence-and-the-future-of-work-part-1
one of most heavily RTed on #cognitivecomputing #AI #FutureofWork
#machineintelligence and @IBMSocialBiz BLOG
42. RT @saladinahmed jobs taken over by robots include 'condescending white man’
4) By 2018, more than 3 million workers globally will be supervised by a "robo-boss."
© 2015 All Rights Reserved | Steve Ardire
Gartner Predictions for IT Organizations & Users for 2016 & Beyond
http://www.gartner.com/newsroom/id/3143718
43. © 2016 All Rights Reserved | Steve Ardire
Can Artificial Intelligence Solve Sexism At Work?
http://news.sky.com/story/1652940/can-artificial-intelligence-solve-sexism-at-work
44. © 2016 All Rights Reserved | Steve Ardire
“What’s Next in Computing?”
by @cdixon https://medium.com/@cdixon/what-s-next-in-computing-e54b870b80cc#.yqp9txz96
“The business plans of the next 10,000 startups are easy to forecast: Take X
and add AI. This is a big deal, and now it’s here.” — Kevin Kelly WIRED
reminiscent of famous scene from The Terminator (1984)
real time object classifier
from TerraDeep
45. © 2016 All Rights Reserved | Steve Ardire
How AGI Will Give Birth To Itself
http://goo.gl/ezcsdk
Abstracting Across Environments
To achieve AGI requires learning and acting
across completely different domains at the
same time with ability to transfer skills and
knowledge learned
The Rise of AI in Business
46. © 2016 All Rights Reserved | Steve Ardire
“AI Is About To Go Mainstream to Reshape The Workplace and
your organization's Data Strategy"
https://shar.es/14YusM
Steve Ardire
Strategic Advisor #Machineintelligence Startups
Twitter: @sardire skype: sardire
http://www.linkedin.com/in/sardire
Worked with 40 startups over past 20 years to shape serendipity by
interrogating reality to connect and illuminate the dots that matter.
Thank You !