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The Accelerating AI revolution:
Opportunities and Challenges for
the Tech Industry
“AI is the science and engineering
discipline of getting machines to behave
intelligently”
Andrew Ng
"As soon as it works, no one calls it A.I.
anymore.”
John McCarthy
2003
• Source: Quid®
• Slides by Debra Daniellson CA
NLP / Semantic
Music / Image / Video Editing
Medical Diagnosis (Symptoms)
Education
Document
Classification 2003 – A few pioneers
2009
Neural Network Tools
Content
Discovery
Marketing
Industrial Automation
Data Mining /
Visualization
NLP / Semantic
Medical Imaging &
Diagnosis
Image & Facial Recognition
Music / Image / Video Editing
Games
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Pharma
AI Consulting
2009 – some areas
emerging – NLP, Games,
Document Classification
• Source: Quid®
• Slides by Debra Daniellson CA
2010
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Logistics
2010 – Almost all clusters have
at least one player. Games,
cybersecurity, NLP, Content
discovery and Marketing getting
some critical mass.
• Source: Quid®
• Slides by Debra Daniellson CA
2013
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Real Estate
Q&A
Logistics
2013 – Density emerging in the
“central area”; where the basic
technologies are developing and
the number of startups that use
one or more core tech
increases.
• Source: Quid®
• Slides by Debra Daniellson CA
2014
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Real Estate
Q&A
Logistics
2014 – critical mass
emerges in many areas:
density in the core
technologies. A tipping
point.
• Source: Quid®
• Slides by Debra Daniellson CA
2015
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Real Estate
Q&A
Logistics
2015 – FinTech, AR/VR,
Self-Driving Vehicles, Sales
Automation, Shopping, HR,
Education,
• Source: Quid®
• Slides by Debra Daniellson CA
2016
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Real Estate
Q&A
Logistics
2016 – Chatbots go wild.
More of everything else.
• Source: Quid®
• Slides by Debra Daniellson CA
2017
Machine
Learning
Platforms
Customer
Service
Chatbots
Neural Network Tools
Content
Discovery
Marketing
FinTech
Calendar / Personal Asst
Industrial Automation
IoT
Data Mining /
Visualization
NLP / Semantic
AI Consulting
Retail / Shopping
AR / VR
Medical Imaging &
Diagnosis
Image & Facial Recognition
AI Toolkits
Music / Image / Video Editing
Games
Self-Driving
Vehicles
Wearables
Job Seeking / Recruiting
Medical Diagnosis (Symptoms)
Education
Sales Automation
Document
Classification
CyberSecurity
Speech Understanding
Drones
Pharma
Travel
Real Estate
Q&A
Logistics
3000 companies founded
after 2000
• Source: Quid®
• Slides by Debra Daniellson CA
An Economic Lens
What will AI make cheap?
What does that mean?
Perception of the World
Source: Jeff Dean at AI Frontiers: Trends and
Developments in Deep Learning Research
Create Content
To be afraid
or not to be?
Design
Learning/Trai
ning
TransparencyLegal
Policy
So What Does this Mean for Jobs?
And what does it mean for you?
AI is HOT HOT HOT
And
Huge Shortage of AI Talent

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Joanna Gordon, Organizer of Transform.AI and Founder of JG Consulting - The accelerating AI revolution - opportunities and challenges for the tech industry output

  • 1. The Accelerating AI revolution: Opportunities and Challenges for the Tech Industry
  • 2.
  • 3.
  • 4. “AI is the science and engineering discipline of getting machines to behave intelligently” Andrew Ng
  • 5. "As soon as it works, no one calls it A.I. anymore.” John McCarthy
  • 6. 2003 • Source: Quid® • Slides by Debra Daniellson CA NLP / Semantic Music / Image / Video Editing Medical Diagnosis (Symptoms) Education Document Classification 2003 – A few pioneers
  • 7. 2009 Neural Network Tools Content Discovery Marketing Industrial Automation Data Mining / Visualization NLP / Semantic Medical Imaging & Diagnosis Image & Facial Recognition Music / Image / Video Editing Games Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Pharma AI Consulting 2009 – some areas emerging – NLP, Games, Document Classification • Source: Quid® • Slides by Debra Daniellson CA
  • 8. 2010 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Logistics 2010 – Almost all clusters have at least one player. Games, cybersecurity, NLP, Content discovery and Marketing getting some critical mass. • Source: Quid® • Slides by Debra Daniellson CA
  • 9. 2013 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Real Estate Q&A Logistics 2013 – Density emerging in the “central area”; where the basic technologies are developing and the number of startups that use one or more core tech increases. • Source: Quid® • Slides by Debra Daniellson CA
  • 10. 2014 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Real Estate Q&A Logistics 2014 – critical mass emerges in many areas: density in the core technologies. A tipping point. • Source: Quid® • Slides by Debra Daniellson CA
  • 11. 2015 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Real Estate Q&A Logistics 2015 – FinTech, AR/VR, Self-Driving Vehicles, Sales Automation, Shopping, HR, Education, • Source: Quid® • Slides by Debra Daniellson CA
  • 12. 2016 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Real Estate Q&A Logistics 2016 – Chatbots go wild. More of everything else. • Source: Quid® • Slides by Debra Daniellson CA
  • 13. 2017 Machine Learning Platforms Customer Service Chatbots Neural Network Tools Content Discovery Marketing FinTech Calendar / Personal Asst Industrial Automation IoT Data Mining / Visualization NLP / Semantic AI Consulting Retail / Shopping AR / VR Medical Imaging & Diagnosis Image & Facial Recognition AI Toolkits Music / Image / Video Editing Games Self-Driving Vehicles Wearables Job Seeking / Recruiting Medical Diagnosis (Symptoms) Education Sales Automation Document Classification CyberSecurity Speech Understanding Drones Pharma Travel Real Estate Q&A Logistics 3000 companies founded after 2000 • Source: Quid® • Slides by Debra Daniellson CA
  • 14. An Economic Lens What will AI make cheap? What does that mean?
  • 15.
  • 16.
  • 18.
  • 19.
  • 20. Source: Jeff Dean at AI Frontiers: Trends and Developments in Deep Learning Research
  • 22. To be afraid or not to be?
  • 23.
  • 25. So What Does this Mean for Jobs?
  • 26.
  • 27. And what does it mean for you? AI is HOT HOT HOT And Huge Shortage of AI Talent