Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ ·...

45
1 Collaborate with AI (HLT) agents: find knowledge you are missing in your tools and data. Partnered with

Transcript of Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ ·...

Page 1: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

1

Collaborate)with)AI)(HLT))agents:)find)knowledge)you)are)missing)

in)your)tools)and)data.))

Partnered)with))

Page 2: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

2

KM)via)Knowledge)Graphs)

Vendors Signal for prioritizing edges

Wikipedia, MusicBrainz, imdb Interests of volunteer hobbyists

Google, Bing, Baidu Web trends

Facebook, Twitter, LinkedIn Social graph, contact graph

Several Fintech startups External events, e.g. iPhone launches

Diffeo (only) You as viewed through your digital work.

The graph of knowledge is staggeringly large. BellNumber(n) of possible associations is combinatorial explosive. e.g. B(26) = 49,631,246,523,618,756,274 All practical approaches to knowledge graphs use some strategy to cut down the combinations of interest.

Page 3: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

3

Agenda)

•  What is a collaborative agent? •  How do we measure collaborative HLT •  Architectures & algorithms for agents

3"

Page 4: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

4

Agenda)

•  What is a collaborative agent? •  How do we measure collaborative HLT? •  Architectures & algorithms for agents

4"

Page 5: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

5

Diffeo is “augmented intelligence … and won the grand prize by a considerable margin,” Col. DiPaolo NGA Disparate Data Challenge

●  Users invite the Diffeo agent into familiar tools, like Firefox and Outlook, so it can help you uncover connections.

●  Grew out of research at DARPA Memex and NIST’s TREC Knowledge Base Acceleration.

●  Operational in multiple environments.

Page 6: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

6

Diffeo)CollaboraGve)AI)PlaHorm)Research Assistant

OpsCenter Teammate

Org-wide Tasking

Dynamic Knowledge Graph

Digital Work Sensors Collaborative Agents

40+ more deep Web sources

Multi-tenant knowledge graph fed by the digital lives of users is a platform for a new kind of machine intelligence… AI 2.0

Page 7: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

7

Teddy Counterparty

Analysis

Sam Account Manager

Christoph Supply Chain

Analyst

Diffeo)Users

Exploring internal and external content, …

Cogan All-Source

Analyst

Page 8: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

8

Gets a task

Report back with action recommendation

Teddy’s)workflow)

Explores internal and external content, looking for connections

Uncovers a story… Is it the whole story?

Page 9: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

9

Can you please dig in to Freeport McMoRan, we’re considering a major deal with them. More information to follow shortly.

Freeport McMoRan Info

Teddy’s)workflow)

Page 10: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

10

Teddy’s)workflow)

Page 11: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

11

Teddy’s)workflow)

Page 12: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

12

Teddy’s)workflow)

Page 13: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

13

Teddy’s)workflow)

Page 14: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

14

Teddy’s)workflow)

Page 15: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

15

Teddy’s)workflow)

Page 16: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

16

Teddy’s)workflow)

Page 17: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

17 Many sources of content

Teddy’s)workflow)

Page 18: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

18 Many collaborators, each with their own content

Teddy’s)workflow)

Page 19: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

19 Many collaborators, each with their own content

Teddy’s)workflow)

Page 20: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

20 20"

What)am)I)missing?)

Humans must act as data switchboard operators.

Page 21: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

21 21"

Machine intelligence reads your text while you write and uncovers what you missed

Highlights show knowledge gaps relative to your document

What)am)I)missing?

CollaboraGve)agent)dynamically)highlights)gaps.)

Diffeo connects the windows for you.

Page 22: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

22 22"

Recommendations from across the web and your private data recommend evidence that uncovers connections

What)am)I)missing?

Page 23: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

23 23"

What)am)I)missing?

Page 24: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

24 24"

What)am)I)missing?

Page 25: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

25 25"

What)am)I)missing?

Page 26: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

26 26"

What)am)I)missing?

Page 27: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

28

Your)InteracGve)Knowledge)Graph)

Diffeo builds out your knowledge graph as you explore.

Page 28: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

29 Diffeo builds out your knowledge graph as you explore.

Evidence of connections from the Web, your files, and subscription data.

Your)InteracGve)Knowledge)Graph)

Page 29: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

30

Agenda)

•  What is a collaborative agent? •  How do we measure collaborative HLT? •  Architectures & algorithms for agents

30"

Page 30: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

31

How)deep)in)the)list?)

31"

User skipped to #3 and then #5. Score is average of 1/3 + 1/5

Page 31: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

KBAa TREC evaluation

1"

10"

100"

2011%10%05%00"

2011%10%10%17"

2011%10%16%09"

2011%10%22%01"

2011%10%27%17"

2011%11%02%09"

2011%11%08%01"

2011%11%13%17"

2011%11%19%09"

2011%11%25%01"

2011%11%30%17"

2011%12%06%09"

2011%12%12%01"

2011%12%17%17"

2011%12%23%09"

2011%12%29%01"

2012%01%03%17"

2012%01%09%09"

2012%01%15%01"

2012%01%20%17"

2012%01%26%09"

2012%02%01%01"

2012%02%06%17"

2012%02%12%09"

2012%02%18%01"

2012%02%23%17"

2012%02%29%09"

2012%03%06%01"

2012%03%11%17"

2012%03%17%09"

2012%03%23%01"

2012%03%28%17"

2012%04%03%09"

2012%04%09%01"

2012%04%14%17"

2012%04%20%09"

2012%04%26%01"

2012%05%01%17"

2012%05%07%09"

2012%05%13%01"

2012%05%18%17"

2012%05%24%09"

2012%05%30%01"

2012%06%04%17"

2012%06%10%09"

2012%06%16%01"

2012%06%21%17"

2012%06%27%09"

2012%07%03%02"

2012%07%08%20"

2012%07%14%12"

2012%07%20%04"

2012%07%25%20"

2012%07%31%12"

2012%08%06%04"

2012%08%11%20"

2012%08%17%12"

2012%08%23%04"

2012%08%28%20"

2012%09%03%12"

2012%09%09%04"

2012%09%14%20"

2012%09%20%12"

2012%09%26%04"

2012%10%01%20"

2012%10%07%12"

2012%10%13%04"

2012%10%18%20"

2012%10%24%12"

2012%10%30%04"

2012%11%04%20"

2012%11%10%12"

2012%11%16%04"

2012%11%21%20"

2012%11%27%12"

2012%12%03%04"

2012%12%08%20"

2012%12%14%12"

2012%12%20%04"

2012%12%25%20"

2012%12%31%12"

2013%01%06%04"

2013%01%11%20"

2013%01%17%12"

2013%01%23%04"

2013%01%28%20"

2013%02%03%12"

2013%02%09%04"

Corpus"counts"per"hour"

Pre6hoc"assess"all"surface"men;ons"

“vital”"docs"change"en;ty"profile"!"filling"a"slot?"

training"

evalua;o

n"

Page 32: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

KBAa TREC evaluation

1"

10"

0" 500" 1000" 1500" 2000" 2500" 3000" 3500" 4000" 4500" 5000"

log(coun

t))

Aharon_Barak" Alex_Kapranos" Alexander_McCall_Smith"Annie_Laurie_Gaylor" Basic_Element_(company)" Basic_Element_(music_group)"Bill_Coen" Boris_Berezovsky_(businessman)" Boris_Berezovsky_(pianist)"Charlie_Savage" Darren_Rowse" Douglas_Carswell"Frederick_M._Lawrence" Ikuhisa_Minowa" James_McCartney"Jim_Steyer" Lisa_Bloom" Lovebug_Starski"Mario_Garnero" Masaru_Emoto" Nassim_Nicholas_Taleb"Rodrigo_Pimentel" Roustam_Tariko" Ruth_Rendell"Satoshi_Ishii" Vladimir_Potanin" William_Cohen"William_D._Cohan" William_H._Gates,_Sr"

Page 33: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

35

Agenda)

•  What is a collaborative agent? •  How do we measure collaborative HLT? •  Architectures & algorithms for agents

35"

Page 34: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

36 36"

Page 35: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

37

Knowledge)OperaGons)Journal)

Page 36: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

38

Knowledge)OperaGons)Journal)

Page 37: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

39

Knowledge)OperaGons)Journal)

Page 38: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

40

Knowledge)OperaGons)Journal)

Page 39: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

41

Knowledge)OperaGons)Journal)

Page 40: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

42

Knowledge)OperaGons)Journal)

Page 41: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

43

Knowledge)OperaGons)Journal)

Page 42: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

44 Collaborative Machine Intelligence

Knowledge)OperaGons)Journal)

Page 43: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

45

1.  Gap analysis of user’s current task

2.  Hierarchical Agglomerative Clustering

3.  Automatic Query Formulation

4.  Deep Web Mining

5.  Interactive Knowledge Graph

Forest)graphs)for)enGty)disambiguaGon)

(US Patent 9,275,132)

Instead of seeking similar data, users seek decision boundaries –– the edge of their knowledge.

Page 44: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

49

CollaboraGve)AI))amplifies)human)analysts)by:) •  Digging in more places & languages •  Uncovering connections •  Exposing gaps •  Testing hypotheses

49"

Page 45: Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are ...€¦ · Collaborate)with)AI)(HLT))agents:) find)knowledge)you)are)missing) in)your)tools)and)data.)) Partnered)with))

50

Collaborate)with)AI)(HLT))agents:)find)knowledge)you)are)missing)

in)your)tools)and)data.))

Partnered)with))


Hlt h Risks 1104

Hlt h Risks 1104

System combination for HLT

System combination for HLT

Plans for integration in HLT

Plans for integration in HLT

HLT 2013 - From Research to Reality: Advances in HLT by David Murgatroyd

HLT 2013 - From Research to Reality: Advances in HLT by David Murgatroyd

Hlt 138 unit 7

Hlt 138 unit 7

NAACL HLT 2010 d-Confidence

NAACL HLT 2010 d-Confidence

HLT - Talk 9 & 10

HLT - Talk 9 & 10

QualyTest™Dry QualyTest™Dry+ HLT 275 · Operating manual incl. Declaration of conformity ... QualyTest™Dry+ Helium leak detector HLT 260 HLT 265 HLT 270 HLT 275. 2 BG 805 263

QualyTest™Dry QualyTest™Dry+ HLT 275 · Operating manual incl. Declaration of conformity ... QualyTest™Dry+ Helium leak detector HLT 260 HLT 265 HLT 270 HLT 275. 2 BG 805 263

HLT – Status Hardware / Commissioning

HLT – Status Hardware / Commissioning

HLT/TPI Office Brochure

HLT/TPI Office Brochure

EMCAL HLT Roadmap

EMCAL HLT Roadmap

HLT Limited

HLT Limited

ATLAS HLT/DAQ

ATLAS HLT/DAQ

INTRODUCTION - PMRJ · Web viewCardiac arrhythmias HLT Cardiac conduction disorders HLT Rate and rhythm disorders NEC HLT Supraventricular arrhythmias HLT Ventricular arrhythmias

INTRODUCTION - PMRJ · Web viewCardiac arrhythmias HLT Cardiac conduction disorders HLT Rate and rhythm disorders NEC HLT Supraventricular arrhythmias HLT Ventricular arrhythmias

SmartTest - UHVTS · 2020. 6. 30. · SmartTest HLT 550 HLT 560 HLT 570 SmartTest with cart HLT 565 HLT 572 HLT 575 HLT 572 version with XtraDry™ Dimensions in mm Dimensions PK0084PDE_SmartTest-03-2010

SmartTest - UHVTS · 2020. 6. 30. · SmartTest HLT 550 HLT 560 HLT 570 SmartTest with cart HLT 565 HLT 572 HLT 575 HLT 572 version with XtraDry™ Dimensions in mm Dimensions PK0084PDE_SmartTest-03-2010

Hlt 230 unit 25

Hlt 230 unit 25

HLT Development Bank Records #1

HLT Development Bank Records #1

HLT- Roadmapping

HLT- Roadmapping

Pfeiffer Vacuum - SmartTest HLT 550, HLT 560 and HLT 570 Operating Instructions

Pfeiffer Vacuum - SmartTest HLT 550, HLT 560 and HLT 570 Operating Instructions

HLT company profile-new

HLT company profile-new