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© National University of Singapore
GU Zhan 顾 瞻 (Sam) zhan.gu@nus.edu.sg
28 February 2021
Advances in Business Automation
1
OVER
GRADUATE
ALUMNI
6,620
OFFERING OVER
150
ENTERPRISE IT, INNOVATION
& LEADERSHIP PROGRAMMES
TRAINING OVER
148,000
DIGITAL LEADERS
& PROFESSIONALS
Agenda
1.1 Overview
1.2 Hard Automation vs. Soft Automation
1.3 New Jobs in Automation Era
1.4 Summary
2
© National University of Singapore
Agenda
1.1 Overview
1.2 Hard Automation vs. Soft Automation
1.3 New Jobs in Automation Era
1.4 Summary
3
© National University of Singapore
Automation
at Home
© National University of Singapore 4
Source https://i.warosu.org/data/biz/img/0012/12/1461543092681.jpg
© National University of Singapore 5
Air-Con?
© National University of Singapore 6
Robotic Vacuum?
1.1 Overview : Automaton History
• The evolution of task
automation
• Mayans automating water
transportation via aqueducts
• Henry Ford’s automation of
the mechanical assembly
line
• Now: New age of intelligent
automation.
© National University of Singapore 7
Source
https://direct.astutesolutions.com/
wp-
content/uploads/2020/11/mayan-
aqueducts-e1605620293474.jpg
https://upload.wikimedia.org/wiki
pedia/commons/d/d6/A-
line1913.jpg
1.1 Overview : Business Automaton
What's Automation?
• Automation is the technology by which a
process or procedure is performed with
minimal human assistance.
Purpose of Automation?
• Make use of automated machinery
[cost1] to produce the most the need at
scale [value] with the least human
effort/intervention [cost2]. E.g. Conduct
10x more GovTech sessions with 10x less
ISS lecturers, by using automated
machinery/technology.
© National University of Singapore 8
What's Business?
• A business is an organization where
people work together. In a business,
people work to make and sell products or
services [value].
Purpose of Business Automation?
• In a business, people work (less) [cost2] to
make and sell (more) products or services
[value], by using automated
machinery/technology [cost1], e.g. RPA,
AI, Robotics.
WHEN [value] > [cost1] + [cost2] THEN Automate
9
The Economist - The advance of automation -
Business hopes, fears and realities
A survey of 502 C-suite executives
https://automationfirst.economist.com/wp-
content/uploads/2019/06/EIU-UiPath-The-advance-
of-automation-briefing-paper.pdf
10
The Economist - The advance of automation -
Business hopes, fears and realities
A survey of 502 C-suite executives
https://automationfirst.economist.com/wp-
content/uploads/2019/06/EIU-UiPath-The-advance-
of-automation-briefing-paper.pdf
11
The Economist - The advance of automation -
Business hopes, fears and realities
A survey of 502 C-suite executives
https://automationfirst.economist.com/wp-
content/uploads/2019/06/EIU-UiPath-The-advance-
of-automation-briefing-paper.pdf
Agenda
1.1 Overview
1.2 Hard Automation vs. Soft Automation
1.3 New Jobs in Automation Era
1.4 Summary
12
© National University of Singapore
1.2 Hard Automation vs. Soft Automation
Hard Automation using physical
robots in physical environment,
e.g. Factories, Singapore parks
• Manipulator Robotics
• Mobile Robotics
© National University of Singapore 13
Soft Automation using software
agents in virtual environment,
e.g. Email inbox, Internet Web
• Rule-based Automation (RPA
Software Agent)
• AI-based Automation
(Intelligent Process Automation
IPA = RPA + AI Software Agent)
© National University of Singapore 14
1.2.1 Hard Automation (Robotics)
• Automate 'Hard' Processes
© National University of Singapore 15
1.2.1 Hard Automation : Manipulator Robotics
1.2.1 Hard Automation : Manipulator Robotics
• Automate 'Hard' Processes
© National University of Singapore 16
NEWater: A Singapore Success Story
https://youtu.be/DWWU-8_4wu0
1.2.1 Hard Automation : Mobile Robotics
• Automate 'Hard' Processes
© National University of Singapore 17
• Automate 'Hard' Processes
1.2.1 Hard Automation : Mobile Robotics
© National University of Singapore 18
Source: https://airbus-
h.assetsadobe2.com/is/image/content/dam/events/airshows/Airbus-skyways-
project-day3-SIN2018-002.jpg
Source: https://www.arabnews.com/node/1671696/offbeat
Airbus Skyways drone SPOT
https://youtu.be/viuR7N6E2LA
© National University of Singapore 19
1.2.2 Soft Automation (Software Agents)
1.2.2 Soft Automation : Rule-based BPA RPA
• Automate 'Soft' Processes
© National University of Singapore 20
1.2.2 Soft Automation : Rule-based BPA RPA
• Automate 'Soft' Processes
© National University of Singapore 21
1.2.2 Soft Automation : AI-based IPA
• Automate 'Soft' Processes
22
Source: https://cdn.pocket-lint.com/r/s/1200x/assets/images/146008-feature-
google-duplex-release-date-how-to-try-the-human-sounding-ai-bot-image1-
gyt9zdpgu4.jpg
Source: https://www.gizchina.com/2020/03/11/envision-glass-developed-with-
google-will-help-the-blind-to-see/
Google Duplex
https://youtu.be/-qCanuYrR0g
EnVision Glass S$5,265
https://www.letsenvision.com/envision-glasses
1.2.2 Soft Automation : AI-based IPA
• Automate 'Soft' Processes
23
Source: https://www.gizchina.com/2020/03/11/envision-glass-developed-with-
google-will-help-the-blind-to-see/
NUS-ISS Open Vision Glass S$200 EnVision Glass S$5,265
https://www.letsenvision.com/envision-glasses
Source https://github.com/bourdakos1/Custom-Object-Detection
1.2.2 Soft Automation : AI-based IPA
© National University of Singapore 24
Object Detection
Source https://github.com/telescopeuser/object_detector_app
Source https://github.com/telescopeuser/S-IPA-
Workshop/tree/master/workshop1/LocalAI/IPA_a_facedetect
1.2.2 Soft Automation : AI-based IPA
© National University of Singapore 25
Face Detection
Source https://github.com/ageitgey/face_recognition
© National University of Singapore 26
© National University of Singapore 27
Source https://europost.eu/web/files/articles/22274/gallery/thumb_910x0_660410-4.jpg
Parcel Tracker
28
29
Agenda
1.1 Overview
1.2 Hard Automation vs. Soft Automation
1.3 New Jobs in Automation Era
1.4 Summary
30
© National University of Singapore
1.3 New Jobs in Automation Era
• Automation administrator: Automation software runs using logical rules,
not magic. It does exactly as it is told. And that means that someone
needs to tell it what to do.
• Automation economist (Statistician, Scientist): The prediction that
automation is set to destroy future jobs might be off the mark. But, without
automation, we wouldn’t have the experts to measure performance and
reassure us of that.
• AI trainer: You need to 'teach' our automation tools to translate input into
the desired outcome. It’s not unlike the way a dog needs training if you
want it to do something.
• Business Process Automation (BPA) programmer: AI might be learning
how to write code. Automation software might seem extremely able and
smart. But as clever and as capable as your automation tool may be, it’s
not smart enough to code itself into existence.
© National University of Singapore 31
Source: https://www.thinkautomation.com/future-of-work/ten-future-jobs-already-here-thanks-
to-automation/
1.3 New Jobs in Automation Era
• Chatbot copywriter (design dialogs/conversations): As much as chatbots
are coming into their own in customer service interactions, they aren’t
helpful, friendly, or witty by themselves. Nor are they tone sensitive.
• ML/AI engineer: Machine learning is a subsection of artificial intelligence.
It’s a core tool that’s helping fuel more and more automated decisions.
• Robot technician: The maintenance of the physical automation
machines is already a common job in manufacturing. Nowadays, robots
are spreading into retail and even the home. As these uses of robots
become increasingly commonplace, the role of robot technician is set to
rise alongside it.
• Machine relations manager (psychologist HR): Humans are increasingly
working alongside automation and robots. It might be an obvious side
effect of the rise of automation, but that doesn’t mean that it’s a
partnership that comes easily.
© National University of Singapore 32
Source: https://www.thinkautomation.com/future-of-work/ten-future-jobs-already-here-thanks-
to-automation/
Agenda
1.1 Overview
1.2 Hard Automation vs. Soft Automation
1.3 New Jobs in Automation Era
1.4 Summary
33
© National University of Singapore
1.4 Summary
34
Source: https://officefinder.com.sg/wp-content/uploads/2020/02/Marina-Bay-
Financial-Centre-Lift-Lobby.jpg
Source: https://c8.alamy.com/comp/2C2H896/pyongyang-north-korea-april-29-2019-elevator-
operator-girl-invites-to-lift-up-almost-any-mechanism-in-the-country-has-an-operator-as-a-way-
to-2C2H896.jpg
vs.
1.4 Summary
Automation Benefits:
• (Automatically) produce the required for
human survival & development by
(automatically) sourcing resources from this
planet.
• A potential benefit attractive to many
managers is the freeing up of employees to
focus on higher-level activities.
Automation Hurdles:
• Technology-specific issues also figure
prominently, but nearly as important are
human factors: an absence of relevant skills
and employee resistance.
35
Source: https://automationfirst.economist.com/wp-content/uploads/2019/06/EIU-
UiPath-The-advance-of-automation-briefing-paper.pdf
1.4 Summary
Moving Forward:
• All C-suite respondents emphasize
the importance of providing
education and reskilling
opportunities as a means of
lessening resistance.
• The types of skills that respondents
believe will be most in need
revolve around problem solving,
creativity and collaboration.
36
Source: https://automationfirst.economist.com/wp-content/uploads/2019/06/EIU-
UiPath-The-advance-of-automation-briefing-paper.pdf
Maslow’s
Hierarchy of
Human Needs
37
1.4 Summary
Sam’s success story
of home automation
journey:
38
Return on Investment (ROI): S$600 (TCO) in 1 week only! (our private home tuition S$100/hour)
www.iss.nus.edu.sg
Robotic
Systems (SF)
5 days
Autonomous
Robots & Vehicles
5 days
Human-Robot
System Engineering
4 days
Graduate Certificate
in Pattern
Recognition
Systems
Master Degree in Artificial Intelligence / Intelligent Systems
Problem Solving
using Pattern
Recognition (SF)
5 days
Intelligent Sensing
and Sense Making
(SF)
4 days
Pattern
Recognition and
Machine Learning
Systems (SF)
5 days
Graduate Certificate
in Intelligent Robotic
Systems
Vision
Systems (SF)
5 days
Spatial Reasoning
from Sensor Data
(SF)
3 days
Speech and Sound
Sensing Systems
4 days
Graduate Certificate
in Intelligent Sensing
Systems
Intelligent
Process
Automation
3 days
Software
Robots
4 days
Self-Learning
Systems
4 days
Graduate Certificate
in Intelligent Software
Agents
Text Analytics (SF)
3 days
New Media and
Sentiment Mining
(SF)
4 days
Text Processing
Using Machine
Learning (SF)
5 days
Conversational
Interfaces
5 days
Graduate Certificate
in Practical
Language
Processing
Machine
Reasoning (SF)
4 days
Cognitive
Systems
3 days
Reasoning
Systems (SF)
5 days
Graduate Certificate
in Intelligent
Reasoning
Systems
Practice Module
10 man days
Practice Module
10 man days
Practice Module
10 man days
Practice Module
10 man days
Practice Module
10 man days
Practice Module
10 man days
Graduate Certificate
in Pattern
Recognition Systems
NUS
MTech
Pathway:
• 1-year full
time
• 2-year part
time
• 7-year
flexible
stackable
40
© National University of Singapore. All Rights Reserved
Capstone
Project
4
Certificates
Courses
(Pillars)
NUS
Master
Degree
© National University of Singapore. All Rights Reserved.
www.iss.nus.edu.sg
www.facebook.com/ISS.NUS
twitter.com/ISSNUS
@iss.nus
www.linkedin.com/company/iss_nus
youtube.com/user/TheISSNUS/
www
© National University of Singapore 42
Source: https://www.proedgeskills.com/wp-content/uploads/2018/01/ps-
questions-answers-800-500.jpg
© National University of Singapore 43
The End

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Advances in Business Automation

  • 1. © National University of Singapore GU Zhan 顾 瞻 (Sam) zhan.gu@nus.edu.sg 28 February 2021 Advances in Business Automation 1 OVER GRADUATE ALUMNI 6,620 OFFERING OVER 150 ENTERPRISE IT, INNOVATION & LEADERSHIP PROGRAMMES TRAINING OVER 148,000 DIGITAL LEADERS & PROFESSIONALS
  • 2. Agenda 1.1 Overview 1.2 Hard Automation vs. Soft Automation 1.3 New Jobs in Automation Era 1.4 Summary 2 © National University of Singapore
  • 3. Agenda 1.1 Overview 1.2 Hard Automation vs. Soft Automation 1.3 New Jobs in Automation Era 1.4 Summary 3 © National University of Singapore
  • 4. Automation at Home © National University of Singapore 4 Source https://i.warosu.org/data/biz/img/0012/12/1461543092681.jpg
  • 5. © National University of Singapore 5 Air-Con?
  • 6. © National University of Singapore 6 Robotic Vacuum?
  • 7. 1.1 Overview : Automaton History • The evolution of task automation • Mayans automating water transportation via aqueducts • Henry Ford’s automation of the mechanical assembly line • Now: New age of intelligent automation. © National University of Singapore 7 Source https://direct.astutesolutions.com/ wp- content/uploads/2020/11/mayan- aqueducts-e1605620293474.jpg https://upload.wikimedia.org/wiki pedia/commons/d/d6/A- line1913.jpg
  • 8. 1.1 Overview : Business Automaton What's Automation? • Automation is the technology by which a process or procedure is performed with minimal human assistance. Purpose of Automation? • Make use of automated machinery [cost1] to produce the most the need at scale [value] with the least human effort/intervention [cost2]. E.g. Conduct 10x more GovTech sessions with 10x less ISS lecturers, by using automated machinery/technology. © National University of Singapore 8 What's Business? • A business is an organization where people work together. In a business, people work to make and sell products or services [value]. Purpose of Business Automation? • In a business, people work (less) [cost2] to make and sell (more) products or services [value], by using automated machinery/technology [cost1], e.g. RPA, AI, Robotics. WHEN [value] > [cost1] + [cost2] THEN Automate
  • 9. 9 The Economist - The advance of automation - Business hopes, fears and realities A survey of 502 C-suite executives https://automationfirst.economist.com/wp- content/uploads/2019/06/EIU-UiPath-The-advance- of-automation-briefing-paper.pdf
  • 10. 10 The Economist - The advance of automation - Business hopes, fears and realities A survey of 502 C-suite executives https://automationfirst.economist.com/wp- content/uploads/2019/06/EIU-UiPath-The-advance- of-automation-briefing-paper.pdf
  • 11. 11 The Economist - The advance of automation - Business hopes, fears and realities A survey of 502 C-suite executives https://automationfirst.economist.com/wp- content/uploads/2019/06/EIU-UiPath-The-advance- of-automation-briefing-paper.pdf
  • 12. Agenda 1.1 Overview 1.2 Hard Automation vs. Soft Automation 1.3 New Jobs in Automation Era 1.4 Summary 12 © National University of Singapore
  • 13. 1.2 Hard Automation vs. Soft Automation Hard Automation using physical robots in physical environment, e.g. Factories, Singapore parks • Manipulator Robotics • Mobile Robotics © National University of Singapore 13 Soft Automation using software agents in virtual environment, e.g. Email inbox, Internet Web • Rule-based Automation (RPA Software Agent) • AI-based Automation (Intelligent Process Automation IPA = RPA + AI Software Agent)
  • 14. © National University of Singapore 14 1.2.1 Hard Automation (Robotics)
  • 15. • Automate 'Hard' Processes © National University of Singapore 15 1.2.1 Hard Automation : Manipulator Robotics
  • 16. 1.2.1 Hard Automation : Manipulator Robotics • Automate 'Hard' Processes © National University of Singapore 16 NEWater: A Singapore Success Story https://youtu.be/DWWU-8_4wu0
  • 17. 1.2.1 Hard Automation : Mobile Robotics • Automate 'Hard' Processes © National University of Singapore 17
  • 18. • Automate 'Hard' Processes 1.2.1 Hard Automation : Mobile Robotics © National University of Singapore 18 Source: https://airbus- h.assetsadobe2.com/is/image/content/dam/events/airshows/Airbus-skyways- project-day3-SIN2018-002.jpg Source: https://www.arabnews.com/node/1671696/offbeat Airbus Skyways drone SPOT https://youtu.be/viuR7N6E2LA
  • 19. © National University of Singapore 19 1.2.2 Soft Automation (Software Agents)
  • 20. 1.2.2 Soft Automation : Rule-based BPA RPA • Automate 'Soft' Processes © National University of Singapore 20
  • 21. 1.2.2 Soft Automation : Rule-based BPA RPA • Automate 'Soft' Processes © National University of Singapore 21
  • 22. 1.2.2 Soft Automation : AI-based IPA • Automate 'Soft' Processes 22 Source: https://cdn.pocket-lint.com/r/s/1200x/assets/images/146008-feature- google-duplex-release-date-how-to-try-the-human-sounding-ai-bot-image1- gyt9zdpgu4.jpg Source: https://www.gizchina.com/2020/03/11/envision-glass-developed-with- google-will-help-the-blind-to-see/ Google Duplex https://youtu.be/-qCanuYrR0g EnVision Glass S$5,265 https://www.letsenvision.com/envision-glasses
  • 23. 1.2.2 Soft Automation : AI-based IPA • Automate 'Soft' Processes 23 Source: https://www.gizchina.com/2020/03/11/envision-glass-developed-with- google-will-help-the-blind-to-see/ NUS-ISS Open Vision Glass S$200 EnVision Glass S$5,265 https://www.letsenvision.com/envision-glasses
  • 24. Source https://github.com/bourdakos1/Custom-Object-Detection 1.2.2 Soft Automation : AI-based IPA © National University of Singapore 24 Object Detection Source https://github.com/telescopeuser/object_detector_app
  • 25. Source https://github.com/telescopeuser/S-IPA- Workshop/tree/master/workshop1/LocalAI/IPA_a_facedetect 1.2.2 Soft Automation : AI-based IPA © National University of Singapore 25 Face Detection Source https://github.com/ageitgey/face_recognition
  • 26. © National University of Singapore 26
  • 27. © National University of Singapore 27 Source https://europost.eu/web/files/articles/22274/gallery/thumb_910x0_660410-4.jpg Parcel Tracker
  • 28. 28
  • 29. 29
  • 30. Agenda 1.1 Overview 1.2 Hard Automation vs. Soft Automation 1.3 New Jobs in Automation Era 1.4 Summary 30 © National University of Singapore
  • 31. 1.3 New Jobs in Automation Era • Automation administrator: Automation software runs using logical rules, not magic. It does exactly as it is told. And that means that someone needs to tell it what to do. • Automation economist (Statistician, Scientist): The prediction that automation is set to destroy future jobs might be off the mark. But, without automation, we wouldn’t have the experts to measure performance and reassure us of that. • AI trainer: You need to 'teach' our automation tools to translate input into the desired outcome. It’s not unlike the way a dog needs training if you want it to do something. • Business Process Automation (BPA) programmer: AI might be learning how to write code. Automation software might seem extremely able and smart. But as clever and as capable as your automation tool may be, it’s not smart enough to code itself into existence. © National University of Singapore 31 Source: https://www.thinkautomation.com/future-of-work/ten-future-jobs-already-here-thanks- to-automation/
  • 32. 1.3 New Jobs in Automation Era • Chatbot copywriter (design dialogs/conversations): As much as chatbots are coming into their own in customer service interactions, they aren’t helpful, friendly, or witty by themselves. Nor are they tone sensitive. • ML/AI engineer: Machine learning is a subsection of artificial intelligence. It’s a core tool that’s helping fuel more and more automated decisions. • Robot technician: The maintenance of the physical automation machines is already a common job in manufacturing. Nowadays, robots are spreading into retail and even the home. As these uses of robots become increasingly commonplace, the role of robot technician is set to rise alongside it. • Machine relations manager (psychologist HR): Humans are increasingly working alongside automation and robots. It might be an obvious side effect of the rise of automation, but that doesn’t mean that it’s a partnership that comes easily. © National University of Singapore 32 Source: https://www.thinkautomation.com/future-of-work/ten-future-jobs-already-here-thanks- to-automation/
  • 33. Agenda 1.1 Overview 1.2 Hard Automation vs. Soft Automation 1.3 New Jobs in Automation Era 1.4 Summary 33 © National University of Singapore
  • 34. 1.4 Summary 34 Source: https://officefinder.com.sg/wp-content/uploads/2020/02/Marina-Bay- Financial-Centre-Lift-Lobby.jpg Source: https://c8.alamy.com/comp/2C2H896/pyongyang-north-korea-april-29-2019-elevator- operator-girl-invites-to-lift-up-almost-any-mechanism-in-the-country-has-an-operator-as-a-way- to-2C2H896.jpg vs.
  • 35. 1.4 Summary Automation Benefits: • (Automatically) produce the required for human survival & development by (automatically) sourcing resources from this planet. • A potential benefit attractive to many managers is the freeing up of employees to focus on higher-level activities. Automation Hurdles: • Technology-specific issues also figure prominently, but nearly as important are human factors: an absence of relevant skills and employee resistance. 35 Source: https://automationfirst.economist.com/wp-content/uploads/2019/06/EIU- UiPath-The-advance-of-automation-briefing-paper.pdf
  • 36. 1.4 Summary Moving Forward: • All C-suite respondents emphasize the importance of providing education and reskilling opportunities as a means of lessening resistance. • The types of skills that respondents believe will be most in need revolve around problem solving, creativity and collaboration. 36 Source: https://automationfirst.economist.com/wp-content/uploads/2019/06/EIU- UiPath-The-advance-of-automation-briefing-paper.pdf
  • 38. 1.4 Summary Sam’s success story of home automation journey: 38 Return on Investment (ROI): S$600 (TCO) in 1 week only! (our private home tuition S$100/hour)
  • 39. www.iss.nus.edu.sg Robotic Systems (SF) 5 days Autonomous Robots & Vehicles 5 days Human-Robot System Engineering 4 days Graduate Certificate in Pattern Recognition Systems Master Degree in Artificial Intelligence / Intelligent Systems Problem Solving using Pattern Recognition (SF) 5 days Intelligent Sensing and Sense Making (SF) 4 days Pattern Recognition and Machine Learning Systems (SF) 5 days Graduate Certificate in Intelligent Robotic Systems Vision Systems (SF) 5 days Spatial Reasoning from Sensor Data (SF) 3 days Speech and Sound Sensing Systems 4 days Graduate Certificate in Intelligent Sensing Systems Intelligent Process Automation 3 days Software Robots 4 days Self-Learning Systems 4 days Graduate Certificate in Intelligent Software Agents Text Analytics (SF) 3 days New Media and Sentiment Mining (SF) 4 days Text Processing Using Machine Learning (SF) 5 days Conversational Interfaces 5 days Graduate Certificate in Practical Language Processing Machine Reasoning (SF) 4 days Cognitive Systems 3 days Reasoning Systems (SF) 5 days Graduate Certificate in Intelligent Reasoning Systems Practice Module 10 man days Practice Module 10 man days Practice Module 10 man days Practice Module 10 man days Practice Module 10 man days Practice Module 10 man days Graduate Certificate in Pattern Recognition Systems NUS MTech Pathway: • 1-year full time • 2-year part time • 7-year flexible stackable
  • 40. 40 © National University of Singapore. All Rights Reserved Capstone Project 4 Certificates Courses (Pillars) NUS Master Degree
  • 41. © National University of Singapore. All Rights Reserved. www.iss.nus.edu.sg www.facebook.com/ISS.NUS twitter.com/ISSNUS @iss.nus www.linkedin.com/company/iss_nus youtube.com/user/TheISSNUS/ www
  • 42. © National University of Singapore 42 Source: https://www.proedgeskills.com/wp-content/uploads/2018/01/ps- questions-answers-800-500.jpg
  • 43. © National University of Singapore 43 The End