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1
Why Telematics?
Webinar: Insurance Aggregators In Asia
29th September 2015
Webinar: AI & Machine Learning
Our Panelists
Discussion agenda
1 Presentations:
Gary Richardson: How will insurers derive value from machine learning
Adrien Cohen: AI & motor claims assessment
Juergen Rahmel: Technical considerations for AI
Alberto Chierici: Chatbots & customer service
David Robson: Enterprise view of AI
2 Questions and Answers
3 Snap Poll – share your view
Questions & Answers
How to participate:
If you have a question please type into the messaging area
and send to all participants
Session format:
The moderator will use a combination of his own questions
and those from the audience
Gary Richardson @KPMG:
How will insurers derive value from AI?
Two sides
to great AI
Gary Richardson
@garydata
7
Document Classification: KPMG Public
© 2016 KPMG LLP, a UK limited liability partnership and a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved.
The Human Side
Building the team
Global Alignment
Educating
Leadership
Investing at Scale
Governing
Obsessive Data
Collection
Track benefits
8
Document Classification: KPMG Public
© 2016 KPMG LLP, a UK limited liability partnership and a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved.
The Machine Side
Model Portability
Streaming Data
Visualisation
Schema on read
Scaling Automation
Open API’s
Adrien Cohen @Tractable:
AI & motor claims assessment
10
TRACTABLE MISSION : LEARN EXPERT VISUAL TASKS
WITH ARTIFICIAL INTELLIGENCE
 Past 3 years have seen fundamental
breakthroughs in computer vision via
deep learning
 Deep learning systems now surpass
human accuracy in certain recognition
tasks
 Tech giants (Google, Facebook…) are
applying it to generic visual recognition
tasks for consumer applications
Image classification error rate
Our mission is to identify and build commercially
disruptive applications of computer vision
Our focus is insurance claims
11
TEAM OF 20 BACKED BY SILICON VALLEY VC, UNIQUELY
POSITIONNED IN MOTOR WITH MITCHELL DATASET
 Raised one of the largest EU
seed rounds of 2015 from West
Coast Investor
 Prof. Z. Ghahramani, head of ML
@ Cambridge both an investor
and advisor
BACKERSTEAM
 Partnership with Mitchell in the
US, leading insurance claims
player
 Transfer dataset of 350M images
+ estimates: enables training AI
to superhuman performance
 Tractable uniquely positioned
with deep learning tech & data
PARTNERSHIP IN THE US
 Founding team of 3 with previous $bn exit
 R&D team of 10 with 30+ years combined
research and 1000+ citations
12
PRODUCT VISION : HOW TRACTABLE AI WILL CHANGE
P&C INSURANCE
Automated
Bodyshop
Adjustment
Customer
Self Service
 Generate preliminary repair estimate at FNOL from photos
 Applicable to auto and home
 Settle low severity claims in minutes
 Flag unnecessary repair procedures from photos
 Collaborative workflow with the bodyshop
 Contain leakage on high volume low value claims
Total Loss
Triage
 Triage between repairable and total loss at FNOL from photos
 Avoid unnecessary towing operations and storage fees
 Manage policyholder expectations early on in process
 Automate analysis of drone footage
 Elastic response to claim spike during catastrophic hail events
 Maintain efficient cycle times
Roof
inspection
Hail
inspection
 Count dents & measure depth from photos
 Elastic response to claim spike during catastrophic hail events
 Maintain efficient cycle times
1
2
3
4
5
DescriptionProduct
Dr. Juergen Rahmel @AI Advisor:
Technical considerations for AI
14Dr. Juergen Rahmel
Understanding Artificial Intelligence – a Tool Box
Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley,
John E. Laird and Seth Rogers
Decision Making
Planning
Reasoning
Prediction
Data Intake Processing Interaction
15Dr. Juergen Rahmel
Understanding Artificial Intelligence – a Tool Box
Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley,
John E. Laird and Seth Rogers
Perception
Decision Making
Planning
Reasoning
Prediction
Execution
CommunicationRecognition
Data Intake Processing Interaction
16Dr. Juergen Rahmel
Understanding Artificial Intelligence – a Tool Box
Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley,
John E. Laird and Seth Rogers
Perception
Reflection and Learning
Decision Making
Planning
Reasoning
Prediction
Execution
CommunicationRecognition
Data Intake Processing Interaction
17Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A simple ‘Chat Bot’ solution – a talkative FAQ
Reasoning ExecutionRecognition
18Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A simple ‘Chat Bot’ solution – a talkative FAQ
recognize simple
keywords
search internal
rule base
reply best possible
predefined
answer
Reasoning ExecutionRecognition
Customer:
“I had a car accident,
what to do now?”
Chat Bot:
“Call Police to record the
case. Later, please submit
case number via your
Insurers Website… ”
Data / Rule Base:
…”opening hours”  Mon-Fri …..
...”special offers”  Offer a/b/c...
...”accident”  next steps ...
...”claim”  claim process ....
19Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A simple ‘Chat Bot’ solution – a talkative FAQ
recognize simple
keywords
search internal
rule base
reply best possible
predefined
answer
Corporate Network
Reasoning ExecutionRecognition
Customer:
“I had a car accident,
what to do now?”
Chat Bot:
“Call Police to record the
case. Later, please submit
case number via your
Insurers Website… ”
Data / Rule Base:
…”opening hours”  Mon-Fri …..
...”special offers”  Offer a/b/c...
...”accident”  next steps ...
...”claim”  claim process ....
20Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A complex ‘Chat Bot’ solution – a conversational Advisor
Corporate Network
Reasoning
Recognition
recognize
intention
clarify intention
Communication
Customer Data Product Data
Customer:
“I am thinking about increasing
my family protection”
Customer:
“I want to buy an education
insurance”
21Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A complex ‘Chat Bot’ solution – a conversational Advisor
Corporate Network
Reasoning
Recognition
recognize
intention
clarify intention
Communication Communication
identify offering
customize
offering
Planning
Prediction
Reasoning
Decision Making
Customer Data Product Data
Customer:
“I am thinking about increasing
my family protection”
Customer:
“I want to buy an education
insurance”
Chat Bot:
“We propose the following
options in your situation…”
Chat Bot:
“…and the particular
product parameters are ...”
22Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A complex ‘Chat Bot’ solution – a conversational Advisor
Corporate Network
Reasoning
Recognition
recognize
intention
clarify intention
Communication Communication
identify offering
customize
offering
Planning
Prediction
Reasoning
Decision Making
Customer Data Product Data
Customer:
“I am thinking about increasing
my family protection”
Customer:
“I want to buy an education
insurance”
Chat Bot:
“We propose the following
options in your situation…”
Chat Bot:
“…and the particular
product parameters are ...”
23Dr. Juergen Rahmel
Understanding Artificial Intelligence Integration
Example: A complex ‘Chat Bot’ solution – a conversational Advisor
Corporate Network
Reasoning
Recognition
recognize
intention
clarify intention
Communication Communication
identify offering
customize
offering
Planning
Prediction
Reasoning
Decision Making
Customer Data Product Data
Customer:
“I am thinking about increasing
my family protection”
Customer:
“I want to buy an education
insurance”
Chat Bot:
“We propose the following
options in your situation…”
Chat Bot:
“…and the particular
product parameters are ...”
Alberto Chierici @Spixii:
Chatbots and customer service
Making insurance more simple,
accessible and personal than
ever before
?
How do you engage with digital consumers
without asking them to download an app?
Engaging
Frictionless
Efficient
Personal
Approachable
Goals
Customer
?
The preferred automated
experience for insurers
Chatbot
Behavioural
economics
Non-invasive
software
Advanced
analytic tool
Customer
Experiences
designer
David Robson @IBM Watson:
Enterprise view of AI
Artificial Intelligence in the Insurance Enterprise
David Robson - IBM Watson Group
A one minute introduction to Watson: https://www.youtube.com/watch?v=6SNs9kvRWSA
Modern AIs can ….
Read Natural Language
• News, policies, fact sheets, web sites etc
• Listen and speak
Understand
• understand what it has read or heard and retain this
knowledge at huge scale
Apply Knowledge
• In conversation with people
• Making decisions (medicine, underwriting etc)
Learn with Experience
• Train with experts and during operation
• Improves with experience and feedback
Machine Learning
Deep Learning
Natural Language Processing
Common use cases for AI in Insurance
Client Engagement Underwriting Claims management
Client Insight Image recognitionDiscovery
Visual Recognition
Analyzes the visual appearance
of images or video frames to
understand what is happening
Language Translator
Translate text from one language
to another
Personality Insights
Understand and engage users on
their own term based on their
personalities and values
Conversation
Hold natural language
conversations with both your
external and internal customers
Speech to Text
Provides highly accurate, low
latency speech recognition
capabilities
Text to Speech
Synthesizes natural-sounding
speech from text
Message Resonance
Communicate with people with a
style and words that suits them
Discovery
Add a cognitive to applications
to identify patterns, trends and
actionable insights
Relationship Extraction
Intelligently finds relationships
between sentences components
(nouns, verbs, subjects, objects)
Tradeoff Analytics
Helps make better choices under
conflicting goals with smart
visualizations & recommendations
Document Conversion
Converts a single HTML, PDF,
or Mic. Word™ document into a
normalized HTML, plain text
A cognitive platform
Tone Analyser
Leverage cognitive analysis to
identify a variety of tones at
sentence or document level
Alchemy Data News
Provides access to an AI
enriched, curated dataset of news
and blog content
DATA
Face Detection/Recognition
Returns the position, age, gender,
and, in the case of celebrities, the
identities of the people in the
photo
Alchemy API
Enable businesses to build apps
that understand the content and
context of text online
2
36
Questions & Answers
How to participate:
If you have a question please type into the messaging area
and send to the presenters
Session format:
The moderator will use a combination of his own questions
and those from the audience
Snap Poll3
37
Q. Which of the following use cases for AI / Machine Learning
do you find most compelling
1. Educating consumers about insurance
2. Selling insurance
3. AI as an engagement tool to retain and service customers
4. Managing the claims process and identifying fraud
5. Risk Management & Prevention Advisory services
6. Other
How to participate:
Just respond to the question when it appears on your screen
Announcements
Preregistration Open
London 20TH Sept / Singapore 2nd Nov
Following the success of our first Asia conference last year, we will be holding our second Asia annual conference in Singapore
on 2nd November 2017
Our first annual European conference will be held in London on 20th September 2017
Pre-registration for both events is available NOW:
http://asia2017.the-digital-insurer.com/
http://europe2017.the-digital-insurer.com/
Apply For An Award
Applications are now open for Europe and Asia awards
Award categories include the Start-up Insurtech Award and Insurance Innovation Award
Award finalists will present their innovations and solutions at the conferences. The winners will be determined via a live vote
on the conference app from all the attendees
Nominate yourself today via the event website
Entries close on the 5th May for Europe and 26th May for Asia
Post webinar activities
Recording will be emailed to registered participants
Next Webinar will be on 17th May 2017 – Digital Transformation Strategies
Register on our website: https://www.the-digital-insurer.com/event/digital-
insurer-webinar-incumbents-fight-back-digital-transformation-strategies/
Please give us your feedback
If you would like to follow up with any of the panelists
- Simon Phipps: simon.phipps@kpmg.com
- Andrew Dart: andrew.dart@the-digital-insurer.com
- Gary Richardson: gary.richardson@kpmg.co.uk
- Adrien Cohen: adrien@tractable.io
- Juergen Rahmel: jr@ietc.hk
- Alberto Chierici: alberto.chierici@spixii.ai
- David Robson: david_robson@uk.ibm.com

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AI & Machine Learning - Webinar Deck

  • 1. 1 Why Telematics? Webinar: Insurance Aggregators In Asia 29th September 2015 Webinar: AI & Machine Learning
  • 3. Discussion agenda 1 Presentations: Gary Richardson: How will insurers derive value from machine learning Adrien Cohen: AI & motor claims assessment Juergen Rahmel: Technical considerations for AI Alberto Chierici: Chatbots & customer service David Robson: Enterprise view of AI 2 Questions and Answers 3 Snap Poll – share your view
  • 4. Questions & Answers How to participate: If you have a question please type into the messaging area and send to all participants Session format: The moderator will use a combination of his own questions and those from the audience
  • 5. Gary Richardson @KPMG: How will insurers derive value from AI?
  • 6. Two sides to great AI Gary Richardson @garydata
  • 7. 7 Document Classification: KPMG Public © 2016 KPMG LLP, a UK limited liability partnership and a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. The Human Side Building the team Global Alignment Educating Leadership Investing at Scale Governing Obsessive Data Collection Track benefits
  • 8. 8 Document Classification: KPMG Public © 2016 KPMG LLP, a UK limited liability partnership and a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. The Machine Side Model Portability Streaming Data Visualisation Schema on read Scaling Automation Open API’s
  • 9. Adrien Cohen @Tractable: AI & motor claims assessment
  • 10. 10 TRACTABLE MISSION : LEARN EXPERT VISUAL TASKS WITH ARTIFICIAL INTELLIGENCE  Past 3 years have seen fundamental breakthroughs in computer vision via deep learning  Deep learning systems now surpass human accuracy in certain recognition tasks  Tech giants (Google, Facebook…) are applying it to generic visual recognition tasks for consumer applications Image classification error rate Our mission is to identify and build commercially disruptive applications of computer vision Our focus is insurance claims
  • 11. 11 TEAM OF 20 BACKED BY SILICON VALLEY VC, UNIQUELY POSITIONNED IN MOTOR WITH MITCHELL DATASET  Raised one of the largest EU seed rounds of 2015 from West Coast Investor  Prof. Z. Ghahramani, head of ML @ Cambridge both an investor and advisor BACKERSTEAM  Partnership with Mitchell in the US, leading insurance claims player  Transfer dataset of 350M images + estimates: enables training AI to superhuman performance  Tractable uniquely positioned with deep learning tech & data PARTNERSHIP IN THE US  Founding team of 3 with previous $bn exit  R&D team of 10 with 30+ years combined research and 1000+ citations
  • 12. 12 PRODUCT VISION : HOW TRACTABLE AI WILL CHANGE P&C INSURANCE Automated Bodyshop Adjustment Customer Self Service  Generate preliminary repair estimate at FNOL from photos  Applicable to auto and home  Settle low severity claims in minutes  Flag unnecessary repair procedures from photos  Collaborative workflow with the bodyshop  Contain leakage on high volume low value claims Total Loss Triage  Triage between repairable and total loss at FNOL from photos  Avoid unnecessary towing operations and storage fees  Manage policyholder expectations early on in process  Automate analysis of drone footage  Elastic response to claim spike during catastrophic hail events  Maintain efficient cycle times Roof inspection Hail inspection  Count dents & measure depth from photos  Elastic response to claim spike during catastrophic hail events  Maintain efficient cycle times 1 2 3 4 5 DescriptionProduct
  • 13. Dr. Juergen Rahmel @AI Advisor: Technical considerations for AI
  • 14. 14Dr. Juergen Rahmel Understanding Artificial Intelligence – a Tool Box Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley, John E. Laird and Seth Rogers Decision Making Planning Reasoning Prediction Data Intake Processing Interaction
  • 15. 15Dr. Juergen Rahmel Understanding Artificial Intelligence – a Tool Box Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley, John E. Laird and Seth Rogers Perception Decision Making Planning Reasoning Prediction Execution CommunicationRecognition Data Intake Processing Interaction
  • 16. 16Dr. Juergen Rahmel Understanding Artificial Intelligence – a Tool Box Source: Cognitive Architectures: Research Issues and Challenges by Pat Langley, John E. Laird and Seth Rogers Perception Reflection and Learning Decision Making Planning Reasoning Prediction Execution CommunicationRecognition Data Intake Processing Interaction
  • 17. 17Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A simple ‘Chat Bot’ solution – a talkative FAQ Reasoning ExecutionRecognition
  • 18. 18Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A simple ‘Chat Bot’ solution – a talkative FAQ recognize simple keywords search internal rule base reply best possible predefined answer Reasoning ExecutionRecognition Customer: “I had a car accident, what to do now?” Chat Bot: “Call Police to record the case. Later, please submit case number via your Insurers Website… ” Data / Rule Base: …”opening hours”  Mon-Fri ….. ...”special offers”  Offer a/b/c... ...”accident”  next steps ... ...”claim”  claim process ....
  • 19. 19Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A simple ‘Chat Bot’ solution – a talkative FAQ recognize simple keywords search internal rule base reply best possible predefined answer Corporate Network Reasoning ExecutionRecognition Customer: “I had a car accident, what to do now?” Chat Bot: “Call Police to record the case. Later, please submit case number via your Insurers Website… ” Data / Rule Base: …”opening hours”  Mon-Fri ….. ...”special offers”  Offer a/b/c... ...”accident”  next steps ... ...”claim”  claim process ....
  • 20. 20Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A complex ‘Chat Bot’ solution – a conversational Advisor Corporate Network Reasoning Recognition recognize intention clarify intention Communication Customer Data Product Data Customer: “I am thinking about increasing my family protection” Customer: “I want to buy an education insurance”
  • 21. 21Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A complex ‘Chat Bot’ solution – a conversational Advisor Corporate Network Reasoning Recognition recognize intention clarify intention Communication Communication identify offering customize offering Planning Prediction Reasoning Decision Making Customer Data Product Data Customer: “I am thinking about increasing my family protection” Customer: “I want to buy an education insurance” Chat Bot: “We propose the following options in your situation…” Chat Bot: “…and the particular product parameters are ...”
  • 22. 22Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A complex ‘Chat Bot’ solution – a conversational Advisor Corporate Network Reasoning Recognition recognize intention clarify intention Communication Communication identify offering customize offering Planning Prediction Reasoning Decision Making Customer Data Product Data Customer: “I am thinking about increasing my family protection” Customer: “I want to buy an education insurance” Chat Bot: “We propose the following options in your situation…” Chat Bot: “…and the particular product parameters are ...”
  • 23. 23Dr. Juergen Rahmel Understanding Artificial Intelligence Integration Example: A complex ‘Chat Bot’ solution – a conversational Advisor Corporate Network Reasoning Recognition recognize intention clarify intention Communication Communication identify offering customize offering Planning Prediction Reasoning Decision Making Customer Data Product Data Customer: “I am thinking about increasing my family protection” Customer: “I want to buy an education insurance” Chat Bot: “We propose the following options in your situation…” Chat Bot: “…and the particular product parameters are ...”
  • 24. Alberto Chierici @Spixii: Chatbots and customer service
  • 25. Making insurance more simple, accessible and personal than ever before
  • 26. ? How do you engage with digital consumers without asking them to download an app?
  • 28. ? The preferred automated experience for insurers Chatbot Behavioural economics Non-invasive software Advanced analytic tool Customer Experiences designer
  • 29.
  • 30.
  • 31.
  • 32. David Robson @IBM Watson: Enterprise view of AI
  • 33. Artificial Intelligence in the Insurance Enterprise David Robson - IBM Watson Group A one minute introduction to Watson: https://www.youtube.com/watch?v=6SNs9kvRWSA Modern AIs can …. Read Natural Language • News, policies, fact sheets, web sites etc • Listen and speak Understand • understand what it has read or heard and retain this knowledge at huge scale Apply Knowledge • In conversation with people • Making decisions (medicine, underwriting etc) Learn with Experience • Train with experts and during operation • Improves with experience and feedback Machine Learning Deep Learning Natural Language Processing
  • 34. Common use cases for AI in Insurance Client Engagement Underwriting Claims management Client Insight Image recognitionDiscovery
  • 35. Visual Recognition Analyzes the visual appearance of images or video frames to understand what is happening Language Translator Translate text from one language to another Personality Insights Understand and engage users on their own term based on their personalities and values Conversation Hold natural language conversations with both your external and internal customers Speech to Text Provides highly accurate, low latency speech recognition capabilities Text to Speech Synthesizes natural-sounding speech from text Message Resonance Communicate with people with a style and words that suits them Discovery Add a cognitive to applications to identify patterns, trends and actionable insights Relationship Extraction Intelligently finds relationships between sentences components (nouns, verbs, subjects, objects) Tradeoff Analytics Helps make better choices under conflicting goals with smart visualizations & recommendations Document Conversion Converts a single HTML, PDF, or Mic. Word™ document into a normalized HTML, plain text A cognitive platform Tone Analyser Leverage cognitive analysis to identify a variety of tones at sentence or document level Alchemy Data News Provides access to an AI enriched, curated dataset of news and blog content DATA Face Detection/Recognition Returns the position, age, gender, and, in the case of celebrities, the identities of the people in the photo Alchemy API Enable businesses to build apps that understand the content and context of text online
  • 36. 2 36 Questions & Answers How to participate: If you have a question please type into the messaging area and send to the presenters Session format: The moderator will use a combination of his own questions and those from the audience
  • 37. Snap Poll3 37 Q. Which of the following use cases for AI / Machine Learning do you find most compelling 1. Educating consumers about insurance 2. Selling insurance 3. AI as an engagement tool to retain and service customers 4. Managing the claims process and identifying fraud 5. Risk Management & Prevention Advisory services 6. Other How to participate: Just respond to the question when it appears on your screen
  • 38. Announcements Preregistration Open London 20TH Sept / Singapore 2nd Nov Following the success of our first Asia conference last year, we will be holding our second Asia annual conference in Singapore on 2nd November 2017 Our first annual European conference will be held in London on 20th September 2017 Pre-registration for both events is available NOW: http://asia2017.the-digital-insurer.com/ http://europe2017.the-digital-insurer.com/ Apply For An Award Applications are now open for Europe and Asia awards Award categories include the Start-up Insurtech Award and Insurance Innovation Award Award finalists will present their innovations and solutions at the conferences. The winners will be determined via a live vote on the conference app from all the attendees Nominate yourself today via the event website Entries close on the 5th May for Europe and 26th May for Asia
  • 39. Post webinar activities Recording will be emailed to registered participants Next Webinar will be on 17th May 2017 – Digital Transformation Strategies Register on our website: https://www.the-digital-insurer.com/event/digital- insurer-webinar-incumbents-fight-back-digital-transformation-strategies/ Please give us your feedback If you would like to follow up with any of the panelists - Simon Phipps: simon.phipps@kpmg.com - Andrew Dart: andrew.dart@the-digital-insurer.com - Gary Richardson: gary.richardson@kpmg.co.uk - Adrien Cohen: adrien@tractable.io - Juergen Rahmel: jr@ietc.hk - Alberto Chierici: alberto.chierici@spixii.ai - David Robson: david_robson@uk.ibm.com

Notas del editor

  1. Introducing the panelists Introducing the discussion agenda
  2. 9 world class ML res from leading UK labs AZ, Peter Dayan, in particular ZG MLG Work closely w/ Z, proud to have as investor & advisor 30 yrs res experience, 1k citations, expertise lies in DL IL CV
  3. 9 world class ML res from leading UK labs AZ, Peter Dayan, in particular ZG MLG Work closely w/ Z, proud to have as investor & advisor 30 yrs res experience, 1k citations, expertise lies in DL IL CV
  4. 9 world class ML res from leading UK labs AZ, Peter Dayan, in particular ZG MLG Work closely w/ Z, proud to have as investor & advisor 30 yrs res experience, 1k citations, expertise lies in DL IL CV
  5. Head instead of Iceberg!
  6. Hugh will pull up the poll
  7. Hugh will pull up the poll