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AI Talks:
Artificial Intelligence is the new Electricity

Last updated: 3 May 2017
1
AI

Last updated: 3 May 2017
2
Product Foundry. 
For innovation teams and ambitious
startups/SMEs. Focus: deep tech.

Venture Builder.
Serial entrepreneurs. Slash Ventures is
where we build our own lean projects.


Offices in Singapore and Phnom Penh


3
3
JUST CURIOUS ‘AI’ GEEK
WHY ARE YOU HERE?
4
PART 1
What is AI, why it matters

5
6
7
8
From Artificial Power

To

Artificial Intelligence
9
10
11
•  Klaus Schwab, is the founder
and CEO of the World
Economic Forum at Davos
•  Survey of 800 executives and
experts surveyed at WEF
•  Capture deep shifts occurring
in society as a result of new
software and services.
Encourage everyone to think
about the impact of these
changes on our society.
12
SURVEY
Take 8min
13
SURVEY RESULTS
(turn the page)
14
What is Artificial Intelligence?
“the science of engineering and making intelligent
machines”

15
WEAK AI
-  Narrow tasks
-  Very powerful tool
STRONG AI
-  General intelligence
-  Outperform
humans on all tasks
2 types of AI
16
WEAK AI
-  Narrow tasks
-  Very powerful tool
STRONG AI
-  General intelligence
-  Outperform
humans on all tasks
FOCUS OF THIS TALK
17
WAVE 1
WAVE 2
WAVE 3
3 WAVES OF AI
18
WAVE 1: EXPERT SYSTEMS
+ Expert systems are rule-based
- Very narrow, no learning capability, poor in real-world
19
Limits of expert systems: DARPA car challenge
2004: 0 finish 2005: 5 finish
20
WAVE 2: MACHINE LEARNING
95% of ‘hyped’ AI applications as of 2017 
A (Input)
Examples:
Email
Image
Audio
English
Text
B (Response)
Spam (0/1)
Object (cats, dogs etc)
Text (speech recognition)
Khmer
Audio (A, B etc)
21
Example of data clustering
22
Example of data clustering
23
WAVE 2: MACHINE LEARNING
+ Probabilistic, statistical learning techniques
+ Good at supervised learning, classifying and predicting
- Needs lots of data to learn
- Limited ability to understand context and reason
- Statistically impressive, individually unreliable
24
WAVE 3: (FUTURE) CONTEXTUAL ADAPTATION
+ AI construct explanatory models
+ Seed AI require much less training data
25
Example: cat image recognition
This is a cat because …
It has fur, whiskers and claws
It has features:
Explanation
Model
Learning
Process
Decision
Explanation
Training
Data
26
Example: handwriting
27
EXPERT SYSTEMS
3 WAVES OF AI
MACHINE LEARNING
CONTEXTUAL
28
From AI-assisted Humans
To Human-assisted AI’s

Will Humans evolve into
supervisors of AI’s or bots?
30
YR MILESTONE
2023 $1000 for Human Brain capability
2049 $1000 for Human Race capability
2059 1c for Human Race capability
SUPERINTELLIGENCE?
31
PART 2
Getting started to apply AI

32
What’s your goal?
Why do you want to learn AI?
33
“People hire a product or
service to get a job done”

- Clayton Christensen
34
Job: “listen to music”
35
Next 10,000 startups …
“AI for X”

‘X’ = your favorite digital brands J
36
Exciting times to build an AI Startup
Just 2 small problems …
37
38
The reality from the
trenches: AI is difficult
38
2 challenges to start with AI
Access to Data Access to Talent
39
40
All Tech Giants got the AI memo too …
41
“AI would be the ultimate version of
Google” – Larry Page [2000]
“We will move from a ‘Mobile First’ to
an ‘AI First’ world” – Larry Page [2016]
… and are betting the farm on AI
42
And they have all the data in the world
43
How to compete as small company?
44
HORIZONTAL
Tech giants have a formidable advantage when it comes to
building broad horizontal products (image/video/voice
recognition, language translation) and infrastructure (AI Cloud)
VERTICAL
However, they’re not going to tackle every single vertical problem
VS
45
Tech Giants more focused on
Consumers
For Startups, plenty of niche
B2B opportunities with data
46
47
48
49
50
51
Do you need a PhD in Machine
Learning?
No. But it helps J 
52
Example 2015
PALANTIR job ad:
53
54
Lots of AI tools to get you started
54
So many….
•  AWS Machine Learning (Amazon)
•  TensorFlow (Google)
•  Caffe2 (Facebook)
•  Sonnet (Google/DeepMind)
•  Torch (research)
Most popular AI/Machine Learning tools?
55
Half the battle in AI deployment
is expectation management and social
engineering
Not technology.
56
•  Be clear on why?
•  Online courses (Coursera, Udacity ...)
•  Read books & articles, watch videos
•  Attend meetups and AI events
•  Real-world AI competitions (Kaggle)
•  Set AI goals (Mark Zuckerberg’s ‘Jarvis AI’)
•  Have patience, it’s a journey! 
Learning AI?
57
Most AI engineers started as
“newbies” and “wannabes”.

So are we. Baby steps.
58
QUESTIONS?

Andries De Vos
CEO & Co-Founder
andries@slash.us.com

59

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AI Introduction: AI is the new electricity (by Slash)

  • 1. AI Talks: Artificial Intelligence is the new Electricity Last updated: 3 May 2017 1
  • 2. AI Last updated: 3 May 2017 2
  • 3. Product Foundry. For innovation teams and ambitious startups/SMEs. Focus: deep tech. Venture Builder. Serial entrepreneurs. Slash Ventures is where we build our own lean projects. Offices in Singapore and Phnom Penh 3 3
  • 4. JUST CURIOUS ‘AI’ GEEK WHY ARE YOU HERE? 4
  • 5. PART 1 What is AI, why it matters 5
  • 6. 6
  • 7. 7
  • 8. 8
  • 10. 10
  • 11. 11
  • 12. •  Klaus Schwab, is the founder and CEO of the World Economic Forum at Davos •  Survey of 800 executives and experts surveyed at WEF •  Capture deep shifts occurring in society as a result of new software and services. Encourage everyone to think about the impact of these changes on our society. 12
  • 15. What is Artificial Intelligence? “the science of engineering and making intelligent machines” 15
  • 16. WEAK AI -  Narrow tasks -  Very powerful tool STRONG AI -  General intelligence -  Outperform humans on all tasks 2 types of AI 16
  • 17. WEAK AI -  Narrow tasks -  Very powerful tool STRONG AI -  General intelligence -  Outperform humans on all tasks FOCUS OF THIS TALK 17
  • 18. WAVE 1 WAVE 2 WAVE 3 3 WAVES OF AI 18
  • 19. WAVE 1: EXPERT SYSTEMS + Expert systems are rule-based - Very narrow, no learning capability, poor in real-world 19
  • 20. Limits of expert systems: DARPA car challenge 2004: 0 finish 2005: 5 finish 20
  • 21. WAVE 2: MACHINE LEARNING 95% of ‘hyped’ AI applications as of 2017 A (Input) Examples: Email Image Audio English Text B (Response) Spam (0/1) Object (cats, dogs etc) Text (speech recognition) Khmer Audio (A, B etc) 21
  • 22. Example of data clustering 22
  • 23. Example of data clustering 23
  • 24. WAVE 2: MACHINE LEARNING + Probabilistic, statistical learning techniques + Good at supervised learning, classifying and predicting - Needs lots of data to learn - Limited ability to understand context and reason - Statistically impressive, individually unreliable 24
  • 25. WAVE 3: (FUTURE) CONTEXTUAL ADAPTATION + AI construct explanatory models + Seed AI require much less training data 25
  • 26. Example: cat image recognition This is a cat because … It has fur, whiskers and claws It has features: Explanation Model Learning Process Decision Explanation Training Data 26
  • 28. EXPERT SYSTEMS 3 WAVES OF AI MACHINE LEARNING CONTEXTUAL 28
  • 29. From AI-assisted Humans To Human-assisted AI’s Will Humans evolve into supervisors of AI’s or bots?
  • 30. 30
  • 31. YR MILESTONE 2023 $1000 for Human Brain capability 2049 $1000 for Human Race capability 2059 1c for Human Race capability SUPERINTELLIGENCE? 31
  • 32. PART 2 Getting started to apply AI 32
  • 33. What’s your goal? Why do you want to learn AI? 33
  • 34. “People hire a product or service to get a job done” - Clayton Christensen 34
  • 35. Job: “listen to music” 35
  • 36. Next 10,000 startups … “AI for X” ‘X’ = your favorite digital brands J 36
  • 37. Exciting times to build an AI Startup Just 2 small problems … 37
  • 38. 38 The reality from the trenches: AI is difficult 38
  • 39. 2 challenges to start with AI Access to Data Access to Talent 39
  • 40. 40
  • 41. All Tech Giants got the AI memo too … 41
  • 42. “AI would be the ultimate version of Google” – Larry Page [2000] “We will move from a ‘Mobile First’ to an ‘AI First’ world” – Larry Page [2016] … and are betting the farm on AI 42
  • 43. And they have all the data in the world 43
  • 44. How to compete as small company? 44
  • 45. HORIZONTAL Tech giants have a formidable advantage when it comes to building broad horizontal products (image/video/voice recognition, language translation) and infrastructure (AI Cloud) VERTICAL However, they’re not going to tackle every single vertical problem VS 45
  • 46. Tech Giants more focused on Consumers For Startups, plenty of niche B2B opportunities with data 46
  • 47. 47
  • 48. 48
  • 49. 49
  • 50. 50
  • 51. 51
  • 52. Do you need a PhD in Machine Learning? No. But it helps J 52
  • 54. 54 Lots of AI tools to get you started 54
  • 55. So many…. •  AWS Machine Learning (Amazon) •  TensorFlow (Google) •  Caffe2 (Facebook) •  Sonnet (Google/DeepMind) •  Torch (research) Most popular AI/Machine Learning tools? 55
  • 56. Half the battle in AI deployment is expectation management and social engineering Not technology. 56
  • 57. •  Be clear on why? •  Online courses (Coursera, Udacity ...) •  Read books & articles, watch videos •  Attend meetups and AI events •  Real-world AI competitions (Kaggle) •  Set AI goals (Mark Zuckerberg’s ‘Jarvis AI’) •  Have patience, it’s a journey! Learning AI? 57
  • 58. Most AI engineers started as “newbies” and “wannabes”. So are we. Baby steps. 58
  • 59. QUESTIONS? Andries De Vos CEO & Co-Founder andries@slash.us.com 59