understanding two 20161212 v2

21
Lecture Two: One World Series: Understanding Cognitive Systems Jim Spohrer (IBM) Director, Understanding Cognitive Systems December 7, 2016 http://www.slideshare.net/spohrer/understanding_two_20161207_v1 06/24/2022 Understanding Cognitive Systems 1

Upload: ibm

Post on 15-Jan-2017

91 views

Category:

Education


0 download

TRANSCRIPT

Page 1: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 1

Lecture Two: One WorldSeries: Understanding Cognitive

SystemsJim Spohrer (IBM)

Director, Understanding Cognitive SystemsDecember 7, 2016

http://www.slideshare.net/spohrer/understanding_two_20161207_v1

Page 2: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 2

Today’s Talk: One World• Lecture One (Recap): Worlds Apart

• Biological and Digital Cognitive System Entities• Build them:

• BCS interact to learn through experience• Adult: 10M minutes (gains commonsense reasoning and knowledge)• Expert: 2M minutes, includes 10K hours of deliberate practice

• DCS programmed• Today: HW/SW building blocks (requires programmer)• Tomorrow: Master Algorithm (Domingos), like BCS

• Lecture Two: One World• DCS beginning to interact to learn

• Environment (simulated, real)• With other DCS and BCS

• Future: Socio-technical system design• Fitting DCS into BCS personal and professional lives• Smart/wise service systems

Jim SpohrerDirector, Understand Cognitive Systems

IBM Research(Bio: Maine, MIT, Verbex, Yale, Apple, IBM, …)

Page 3: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 3

Page 4: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 4

Page 5: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 5

Page 6: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 6

Page 7: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 7

Prof. Peter Abbeel (UC Berkeley)

Page 8: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 8

Page 9: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 9

Page 10: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 10

Page 11: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 11

Page 12: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 12

Page 13: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 13

Page 14: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 14

Page 15: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 15

Page 16: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 16

Page 17: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 17

Page 18: Understanding two 20161212 v2

05/01/2023 Understanding Cognitive Systems 18

Page 19: Understanding two 20161212 v2

05/01/2023 19

Remember, this stuff is stillreally hard…

© IBM UPWard 2016

Page 20: Understanding two 20161212 v2

05/01/2023 20

Come visit IBM Research – Almaden in San Jose, CA USA – monthly

university day!

Page 21: Understanding two 20161212 v2

05/01/2023 © IBM 2015, IBM Upward University Programs Worldwide accelerating regional development

21

Dedication: Douglas C. EngelbartFather of the mouse and augmentation theory