Analytics for @AVIVA1950 Tweeting at #EmTechDigital

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Analytics for @AVIVA1950 Tweeting at #EmTechDigital

April 11, 2022 by 2012pharmaceutical

Analytics for @AVIVA1950 Tweeting at #EmTechDigital

Reporter and Curator: Aviva Lev-Ari, PhD, RN

Data SOURCE

https://analytics.twitter.com/user/aviva1950/tweets

TWEET HIGHLIGHTS

Top Tweet earned 122 impressions

#EmTechDigital@AVIVA1950@pharma_BI@techReview Prem Natarajan Vice President Alexa AI #explainability#analytics device and broadly decisions what stay on edge vs cloud #federated#learning#Healthcare physical obstacles to learn language less constrained Alexa5 more creative

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Top mention earned 7 engagements

#EmTechDigital@AVIVA1950@pharma_BI@techreview Agrim Gupta, Stanford Vision Learning Lab, Stanford University Baldwin Effect genotypic modification phynotypic behavior #dl GPT-OpenAI CLIP MetaMorph process transformer Encode Decode

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Impressions

Engagements

Engagement rate

Aviva Lev-Ari @AVIVA1950
Aviva Lev-Ari @AVIVA1950 Apr 6#Analytics for #eReputation based on #LinkedIn 1st Degree #Connections, +7,500 of LPBI Group’s Founder, 2012-2022: An Intangible Asset – Connections’ Position Seniority & #Biotech / #Pharma Focus pharmaceuticalintelligence.com/2022/04/04/ana… via @pharma_BI @AVIVA1950

29

3

10.3%

Aviva Lev-Ari @AVIVA1950 Apr 4Analytics for e-Reputation based on LinkedIn 1st Degree Connections, +7,500 of LPBI Group’s Founder, 2012-2022: An Intangible Asset – Connections’ Position Seniority & Biotech / Pharma Focus pharmaceuticalintelligence.com/2022/04/04/ana…

5.6%

Aviva Lev-Ari @AVIVA1950 Apr 3Tweet Collection of 2022 EmTechDigital @MIT, March 29-30, 2022 pharmaceuticalintelligence.com/2022/04/02/twe…

12

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Apr 2Great achievement to content in PharmaceuticalIntelligence.com published by LPBI Group’s Team members @Pharma_BI @AVIVA1950 @StephenJWillia2 twitter.com/StephenJWillia…

27

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Apr 14 people followed me // automatically checked by fllwrs.com

21

2

9.5%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview FRONTIER OF #AI follow my tweets of this event more than few tweets per speaker

48

3

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview David Ferrucci Founder, CEO & Chief Scientist, Elemental Cognition technical side invent language models on business side extrapulate communicate better Watson strength and weakness

43

2

4.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview David Ferrucci Founder, CEO & Chief Scientist, Elemental Cognition project insights into understanding why Human need to understand internal models read understand dialog demand #ai to do that in dialog expert engages intelligently

46

3

6.5%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview David Ferrucci Founder, CEO & Chief Scientist, Elemental Cognition machine do not understand human reasoning is different bias inductions extrapulate decisions my machines are not trusted accountability understand why this decision

41

2

4.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview David Ferrucci Founder, CEO, & Chief Scientist, Elemental Cognition ex-IBM WATSON pre-Watson Jepordy expert system knowledge acquisition bottle neck did not think independently #ml #ontologies and #nlp machine did not understand

101

4

4.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Natasha Jaques Senior Scientist, Google Brain applications in robotics emerging behavior multi-agent environment adversary environment perturb by limits in OR imitation work #Inverse #RL extract personal utility function relevance

55

2

3.6%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Natasha Jaques Senior Scientist, Google Brain Application how to navigate the Web to book flights generated environment testing benchmarks more successful vs prior learning PAIRED approach best

52

2

3.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Natasha Jaques Senior Scientist, Google Brain Prior work with deep RL adversaries automatic curriculum generalized environment Agent learning emergent complexity domain randomization minimax adversarial paired App Web Navigation

39

2

5.1%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Natasha Jaques Senior Research Scientist, Google Brain social environment and complex behavior generalization and transfer deep RL domain randomization partial observability complex environments Adversarial environment generation

44

2

4.5%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Natasha Jaques Senior Research Scientist, Google Brain Reinforcement Learning #RL Ai Agent environment AlphaGo Zero 5 million games for training Robotics OpenAI generalization Social Learning learn from other intelligent agents

54

2

3.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Zenna Tavares Research Scientist, Columbia University; Co-Founder, Basis data driven prior vs truth or bias principles behind human reasoning innovations needed in building model explainability for free expensive models

41

2

4.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Zenna Tavares Research Scientist, Columbia University; Co-Founder, Basis ParametricInversion casual probabilistic programming MCMC approximately universal reasoning machines

57

5

8.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Zenna Tavares Research Scientist, Columbia University; Co-Founder, Basis universal reasoning building blocks reasoning algorithms knowledge representation probabilistic simulation models Bayesian Synthesis causal reactive Probabili

48

2

4.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Agrim Gupta, Stanford Vision Learning Lab, Stanford University generative design and DERL control complexity #DL system embodied ai robot design configure robot to do a task optimization hardware design drones

56

5

8.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Agrim Gupta, Stanford Vision Learning Lab, Stanford University Baldwin Effect genotypic modification phynotypic behavior #dl GPT-OpenAI CLIP MetaMorph process transformer Encode Decode

57

9

15.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Agrim Gupta, Stanford Vision Learning Lab, Stanford University DERL Inner Loop UNIMAL Design Space evolutionary environments Evolved morphologies flat terrain morphological intelligence task suite agility stability manipulability

37

2

5.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Agrim Gupta PhD Student, Stanford Vision Learning Lab, Stanford University Outer Loop generational evolution stead-state evolution DERL Distributed Asynchronous Evolution

45

2

4.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Agrim Gupta PhD Student, Stanford Vision Learning Lab, Stanford University endless forms #morphology and control #environmental complexity #evolution #disembodied #ai #embodied #agents #ai combinatorial space fitness evaluation

56

2

3.6%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview JSameena Shah J.P. Morgan AI R&D JP Morgan Chase #bias proactively code to over right bias

37

2

5.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview JSameena Shah J.P. Morgan AI R&D JP Morgan Chase money laundering data is a customer of #ai data access trading simulation client side experience find intent empowring employees legal language NLP fairness bias #ai give uplift

60

3

5.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview JSameena Shah Managing Director, J.P. Morgan AI Research, JP Morgan Chase Data discovery search task aware move away from general search point solution build new components data discovery on use cases problems key not solutions

38

2

5.3%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview JSameena Shah Managing Director, J.P. Morgan AI Research, JP Morgan Chasecapital connect investor space Recommendation on sparce biparties graph company space #ai recommend matches lift significant machine level of success by #ai

53

4

7.5%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview JSameena Shah Managing Director, J.P. Morgan AI Research, JP Morgan Chase #Social #Calculator #sentimentanalysis #risk #mitigation downstream application Twitter/Reddit find #influencers

26

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Nicol Turner Lee, Brookings Institution accountability needed in #ai community

32

1

3.1%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Nicol Turner Lee, Brookings Institution rating system self regulatory norms and assumptions for products policy prescriptions requiring disclosure transparency on credit scoring algorithms framework feedback on algorithms used

36

2

5.6%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Nicol Turner Lee, Brookings Institution quality of the data of over representation prison data minority representation data is the part of model needs change #reputation #risk facial recognition technology does not work minorities

48

3

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Nicol Turner Lee Director, Center for Technology Innovation, Brookings Institution #decision makers and #policy #socialimpact of #technology in 30 years not enough social #impact for #civilrights #votingrights #equity #technology

32

2

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tara Chklovski Founder & CEO, Technovation software engineers jobs for girls for income potential #ai is a great choice for girls to lead and to mentor

39

3

7.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tara Chklovski Founder & CEO, Technovation education sector to empower girl donors and partners bias against minorities and girls financial capability of girls in the future building resilient communities the Planet can thrive

34

2

5.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tara Chklovski Founder & CEO, Technovation partnering wiht Google girls entrepreneurship 350,000 participants bring #ml to schools fake news elderly help longer term impact of program sustained impact better curriculum for youth

27

3

11.1%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tara Chklovski Founder & CEO, Technovation competition for girls for sustainable development 900MM girls in the World educating girls STEM #ai agency purpose join a program work teams mentors physiologically thrilling competition

35

2

5.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Lauren Bennett Spatial Analysis and Data Science, Esri Clinton Johnson Racial Equity, Esri #GIS #maps and #geographies is the tool for #equity of #needs #disparities

42

2

4.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Lauren Bennett Spatial Analysis and Data Science, Esri Clinton Johnson Racial Equity, Esri air quality overall in US is improving except community of color Milwaukee, WI all parties work together

40

2

5.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Lauren Bennett Spatial Analysis and Data Science, Esri Clinton Johnson Racial Equity, Esri map the data ready for analysis missing data missing values outliers over prediction #representiveness of the models

35

1

2.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Lauren Bennett Spatial Analysis and Data Science, Esri Clinton Johnson Racial Equity, Esri #spatial-lens #equity-lens outcome #people race age gender equity process analysis conditions impact of the process data science role of #ai

37

2

5.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30Amazing event @MIT Follow my tweets #EmTechDigital @AVIVA1950 @pharma_BI @techreview twitter.com/Pharma_BI/stat…

21

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify recommendation engines better than search personalization future more content magic connection

60

4

6.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify large scale on audio Netflix on Video much bigger both management of content with #ai explicite data and implicit data listen one hour vs scroll down subscription fee long term reward & tools

153

3

2.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify Reinforcement Learning #RL perception value function user state observations reward action simulators of users’ response to content before test on user #ml clicks to clicks #rl better data

47

3

6.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify new Genre long term personalization not the most likely click but a journey familiar and new podcast and music value relationships with audio reinforcement learning

34

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify personalized playlist – experience discover weekly release radar on repeat repeat rewind Algotorial (human experts) playlists Recommendation short term long term

58

5

8.6%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify Data shared models audio analytics experience user affinity to music ai search page playlist assembling liking skipping ml to find album found attribution content understanding similar tracks

29

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Tony Jebara VP Eng Head of ML, Spotify unlock human creativity in audio listeners-audio recommendations & music creators-curations scale 200MM users, millions podcast titles, 4Bil music playlists music and podcast relations

40

2

5.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA ai will become best of practice in 12 months Simhi-Levi volumes down recession is coming

25

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA blockchain great technology secure transactions Simhi-Levi trusted partners vs changing fast blockchain critical trust partners explaining variability with ai

36

3

8.3%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA CPG demand forecast use of ai in demand forecast and planning success by Dannon globally unified view of demand @MIT consumption data to predict order management with ai vs what sold

45

3

6.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA flow offshoring cut cost 1/2020 pandemic in China in 3/2020 supply chain was predicted to stop SAP uses digital-twin supply chain Resiliency is a digital twin ai human areas automation

25

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA David Simchi-Levi Director, Data Science Lab, MIT supply chain Resiliency mapping digitization segmentation smart planning execution logistics expensive loss flexibility demand planing

19

0

0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Darcy MacClaren Digital Supply Chain, SAP NA ai in business data strategy married ai tech bus process solution ai factory framework data architecture workforce go to market reuse components

32

2

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Fiona Tan CTO, Wayfair visual search competitive advantage

19

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Fiona Tan CTO, Wayfair Geo-Sort proximity average logo miles search results relevance proximity optimize high quality substitute if product not found connect customers and suppliers #ml adoption interst using focus tech platform

49

3

6.1%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Fiona Tan CTO, Wayfair understand subjective language lexical search in catalog ML matching vs understanding consistent catalog product understanding (DNA) visual content easy finding red sofa dimensions quality prediction failure

25

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Fiona Tan CTO, Wayfair #ml #adoption and #risk #tolerance ml maturity lexical search recommendation online shopping investments mode semantic search customer intent first steps supply chain Geo-Sort

32

2

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Naveen Kamat Data AI Services Kyndryl model monitoring model extendability consume insight is critical service integrators innovate internally partner ecosystem protect existing investment in IT facing platform new deployment

50

3

6.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Naveen Kamat Data AI Services Kyndryl data privacy security expectation of availability and seamless management data consumption by business analysts executive concern disruption of business by changes to IT delays become liability

41

2

4.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Naveen Kamat Data AI Services, Kyndryl data fabric approach architecture for data discovery lego blocks integrate through APIs unified console performance across processing engines data operations predictable next transformation

42

2

4.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Naveen Kamat Data AI Services, Kyndryl, Bangalore democratizing ai data is dynamic schema drift data drift data governance curated feature stores data observability industrialized ai transfer learning AutoML MLOps synthetic data

53

2

3.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI model optimise average behavior pre-training more advance tasks get harder training is done by @OpenAI talk to regulator share capabilities of the model with regulator collaboration cross industries

71

2

2.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI scaling up using #ml techniques book summarization example Instruct GPT3 for misuse deploy model in API observe what users do post product control used behavior if misuse

41

1

2.4%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI Alignment approach will generalize models get more capable human feedback judgement goog not good becomes training for the model with #ml techniques for supervised learning

48

3

6.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI InstructGPT3 generates helpful outputs utility created for business DALL-E create chair in shape of avocado cat playing checker output of neural networks amazing

49

1

2.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI GoogleMaps the decisions are taken by the program iterative approach gets Reinforcement learning from Human Feedback desirable non-desirable behavior

26

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI GPT-3 to create business insights unstructured data analyzed from GitHub for application Copilot intervene at deployment stages fine tune model Filters in API documentation monitoring detection alignment

45

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI GPT3 understand language Predicting the next word well for doing tasks CLIP predict description of an image DALL-E predict a word in an “image sentnece” Codex – predict word in context all modalities is goal

51

1

2.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Mira Murati SVP OpenAI develop #ai to benefit #Humanity human intent efficient Neural Networks biological network learning foundation of intelligence labelled dataset chat machine translation supervised learning

63

3

4.8%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind CERN is Public AlphaCode is Private grant process can inspire

89

2

2.2%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind competitive coding Alpha style Coding started 2018 using community of programmers #GitHub scaling up massive clusters expensive Attention become the Transformer model CERN teach AlphaCode

89

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind Progresss since 4/2021 at 34% like Human defined AlphaCode’s estimated rating of NLP visualizing AlphaCode original vs Opposite change in meta data on results Alpha for Weather, Protein

76

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind sample picking with clustering pick programs from different clusters data is key compute is key CodeContests CodeForces leave 15,000 samples picking randomly Clustering Evaluation

93

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind Architecture seq2seq transformers encode problem definition decode problem solution Github data curated dataset for training by AlphaGo AlphaCode filtering code models supervised learning

87

1

1.1%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Oriol Vinyals Principal Scientist, DeepMind Human like problem solving by efficient code AlphaCode competitive programming algorithmic challenge to write a string input output formatting code runs and is correct AlphaGo AlphaFold

105

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Ali Alvi Turing Group PM, Microsoft training datasets disruptive experiences computers cheaper faster training models more parameters connections the neural network inference about subjective concepts is difficult responsible #ai

45

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6.7%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Ali Alvi Turing Group PM, Microsoft future of Foundational models interactive #ai replace #ml with blocks of #DeepLearning Jeopardy unified multi-modality models doing tasks fusion language with images wordclouds is word image

34

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2.9%

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Aviva Lev-Ari @AVIVA1950 Mar 30#EmTechDigital @AVIVA1950 @pharma_BI @techreview Ali Alvi Turing Group PM, Microsoft #dl #model Foundation model labeled data teacher model student model Prod model explosive growth in model size training compute FLOPs Turing NLG 530B Feature eng using #ml homogenization of arch

27

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Refik Anadol CEO, RAS Lab; Lecturer, UCLA art for public place human in 21 Century simulation of #emotions #dreams #memories #blockchain #quantum #ai @Google #contour #graphic #life-under-water #music using #ai #MOMA #archive #art

102

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4.9%

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Danny Lange SVP AI Unity Technologies #training data #humanoids #feedbackloop #sensors #IOT #ml data #controlmodel #digitaltwin #Sim-to-Real #simulateIntelligence #industrial #version #Analytics #tools #Bias #testing #verify models

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Danny Lange SVP AI Unity Technologies on #github repositories #videogames #synthetic data #generation #simulation #cognitive #visual #physical #social #training #ml systems #label #analytics of synthetic #dataset data drive models

9

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Mike Haley VP of Research, Autodesk #generative #ai #solution #space #iterative #design #fluid #simulation #valve evolving as a function of water pressure #jet #engine #site #mapping #designer #superpower #Components are redesigned

63

5

7.9%

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Prem Natarajan Vice President Alexa AI #explainability #analytics device and broadly decisions what stay on edge vs cloud #federated #learning #Healthcare physical obstacles to learn language less constrained Alexa5 more creative

209

5

2.4%

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Prem Natarajan Vice President Alexa AI #teachable ai #self-learning fits deploy at #edge data correction at the edge and #cloud #privacy edge devices interaction small # nodes #hardware #memory quantile new #chips #sustainability

98

1

1.0%

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Prem Natarajan Vice President Alexa AI Head of NLU, Amazon 46MM Global users Edge vs Cloud #persistent #memory #inference #engine at the #edge update and learn at the edge #interaction no #latency #teachable #ai model update itself

90

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0.0%

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Sheldon Fernandez CEO, DarwinAI, preserving the fidelity of explainability algorithm monitoring for irregularities solar eclipse second order XAI is #metacognition #awareness of the XAI function #recommendation system in some XAI

24

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Sheldon Fernandez CEO, DarwinAI, Waterloo.edu ON, CA AI Explainability at the Edge in QA visual inspection quantitative explainability algorithm transparency sky purple turn left surface explainability to human uses ai

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Kavitha Prasad AI and Cloud Intel @nvidia #GPU @Intel #CPU #sharable data #ai-analytics platform companies Leaders in ai are #airbnb @Twitter @Netflix

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Kavitha Prasad AI and Cloud Intel @ai #transformation #deployment #edge #cloud deriving #outcomes ai model vs market monitoring of #ai #data is heterogenous exploding CPU to GPU #born-in-the-#Cloud #compute #security #context data

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Bali Raghavan, Engineering, Forward #Body #Model complex #camera calibration #pose depth frame build #proactive #HC system with #ai more #data bigger data is used in #synthesis improve success

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Bali Raghavan, Engineering, Forward 2017 SF anticipate #Health issues proactive HC system #ThermoCamera #bodyscanner #AmazonGo #OpenDoor #ai bridges #human #intelligence #Frameworks #sensor fusion #visualization #defects #learning

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Julia (Xing) Li Baidu USA Pre-training model #NLP #model #language generation #semantic #understanding in python #ai powered content #ecosystem search, feed, video platform speeding parameters #ai #creativity #writer #composers

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Julia (Xing) Li Baidu USA #Text-to-#Video @BaiduResearch #VidPress #process #writer #content #curator #media #producer #composer #editor technologies #nlp #video #image #search #multimedia #anchor alienment #recommendation #engine

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Andrew Moore Google Cloud AI, Google #staging #launch #optimize #calls satisfied without reaching representative #performance #tests risk #misuse #data Google supplies #platform #secure #cross #ai full #Solutions #Apprenticeship

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Andrew Moore Google Cloud AI, Google #ai is making #decision #system #prediction #traffic #mind #ml is training models Did #ml accuracy made #decisions better quality #ai achieved by prediction staged by #ml #models

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Joseph Lehar, Owkin #reverse #translation #precisionmedicine #oncology #Triple #negative #mentalhealth #patient-specific #treatment

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview Haniyeh Mahmoudian Global AI Ethicist, DataRobot #ai reduce mitigate #bias #data #risk #ethics #trust #awareness #innovation with embedding #ethics risk #Reputation damage #Fairness #facial #recognition #usecase #representiveness

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview RajivShah Snorkel AI #programmatic #labelling solution #heuristics converted #code #tagging integration of #labelled data #classification algorithms #scores #BERT improve ing quality of data labeling #functions #knowledge #graphs

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview @AndrewYNg #NLP #customization of #tools data #standardization in #healthcare and trucking #datasystem #heterogeneity is highest #data life cycle of #ML

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Aviva Lev-Ari @AVIVA1950 Mar 29#EmTechDigital @AVIVA1950 @pharma_BI @techReview @AndrewYNg in last decade #ML advanced #opencode frees effort to #dataset avoid #label inconsistency #images #small vs #big #data-centric #ai #system #dataset #slice #data #curation #teams develop #tools #storage #migration #Legacy

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Aviva Lev-Ari @AVIVA1950 Mar 282022 EmTechDigital @MIT, March 29-30, 2022 pharmaceuticalintelligence.com/2022/03/28/202… via @pharma_BI Real Time Coverage: Aviva Lev-Ari, PhD, RN #EmTechDigital @AVIVA1950 @techReview

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