west sweden artificial intelligence an inspirational map · pdf file ·...
TRANSCRIPT
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West Sweden
Artificial Intelligence –
An Inspirational Map
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West Sweden – Artificial Intelligence – An Inspiration
Introduction
Åsa Lindström, Sahlgrenska Science Park
Erik Behm, Business Region Göteborg
Inspirational Map of Big Data, Machine Learning & AI
Johan Hogsved, haw & co
Inspirational Map of AI in Life Science
Petra Apell, Aproficio AB
The Map
Selected Industries, Companies & Actors
Next Steps
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West Sweden – Inspirational Map of
Big Data, Machine
Learning & AI
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Disclosures Petra Apell
Disclosures Johan Hogsved
20 years of experience in combining Tech, Business & Leadership.
M.Sc. Engineering Physics, B.Sc. Business Administration.
I run a company in IT-development & management consulting and a startup in robotic automation.
Working as a consultant for Business Region Göteborg.
26 years of experience from Pharma, MedTech & BioTech.
M.Sc Chemistry, Gothenburg University.
PhD student, Chalmers University of Technology.
Serial entrepreneur. Current ventures: 10MD and Aproficio.
AI experience is somewhat limited. Extensive experience from applying new
technologies, e.g. eHealth and Virtual Reality, in medical applications.
Working as a consultant for Sahlgrenska Science Park.
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The Mission
Create an map featuring West Sweden actors in
the Big Data, Machine Learning & AI arena
”Is it possible to find 100 companies and
organisations in the Gothenburg Area only?”
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Definitions used here
Big Data: The use of predictive analytics, user
behavior analytics, or certain other advanced data
analytics methods that extract value from data.
Machine Learning: A field of computer
science that gives computers the ability to learn
without being explicitly programmed.
Artificial Intelligence: When a machine mimics
"cognitive" functions that humans associate with
other human minds, such as "learning" and
"problem solving”.
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What we laughed at in 2014…
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Where we are today…
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Transport & Automotive Internet & Security Financial & ERP
Applications(verticals)
PartnersBIG DATA, MACHINE LEARNING & AI INSPIRATIONAL MAP – WEST SWEDEN 2018
Research & Education Incubators & ArenasService
Life Science Other verticals
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Volvo Cars - Innovation in Transportation
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Volvo Trucks - Innovation in Transportation
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For Volvo Cars, technology
should make people’s lives
easier. That’s why our
approach to autonomous
driving is all about the
people that will use them.
Our future cars will be able
to navigate without human
input, equipped with
sensors that read the
surroundings, adapting to
changing traffic conditions.
”Our work is about where
the technology meets the
customer benefit. As a
starting point, we look at
the demands put on
customers by their
customers. We are focused
on solutions that can make
difficult, repetitive and time-
consuming tasks easier for
all concerned.”
Hayder Wokil
Autonomous & Automated
Driving Director,
Volvo Truck
Our company originates
from the safety leaders of
the automotive industry. We
are young as a company but
our starting point builds on
robust industrial automotive
solutions.
We have a unique skillset
from Tier 1 and OEM
domain knowledge. All the
way from sensors to vehicle
control.
We have joined forces to
create an independent
company offering our
passion, technology, and
solutions.
AI LANDSCAPE – TRANSPORT & AUTOMOTIVE
Veoneer’s ambition is to
be a leading system
supplier for ADAS and
autonomous driving as
well as a market leader
in automotive safety
electronics products.
Veoneer has the
world’s broadest
automotive safety
product portfolio,
comprised of state-of-
the-art active safety
systems, restraint
control systems, and
brake systems.
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Recorded Future - Innovation in Cyber Security
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You need more than just
internal network data to
uncover evolving and
stealthy threats.
We believe machine
learning combined with
human expertise is
unrivaled at scaling the
delivery of contextualized
threat intelligence.
”The world’s premier
platform for accumulating
knowledge
and building intelligence”
A revolutionary, open and
modular digital
investigation software used
by national
security, defense and law
enforcement agencies
around the world.
Halon consists of a
dedicated team of doers.
Together we have set out to
change the landscape of
email technology, by
enabling service providers
to tailor their perfect email
infrastructure.
AI LANDSCAPE – INTERNET & SECURITY
”To err is human, they
say. But in the security
business, the goal is a
zero fail rate, something
nobody comes closer to
than Irisity.”
Irisity’s solution: To
combine Artificial
Intelligence and
Machine Learning and
couple it with vigilant
human input.
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AI is getting ready for healthcare.
But is healthcare ready for AI?
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Traditional life science players are active in digitization
Our newly appointed Chief Digital Officer will help ustransform our business model using digital technologies. To improve the way we use data in drug discovery and development, engage with patients, doctors and otherstakeholders. And automate our business processes.Jim Jimenez, CEO Novartis
GSK has consistently been active in the digital space, most recently looking to apply AI to drugdiscovery and medical device mobile apps. The impact of technology on the healthcare industry is accelerating and requires us to rethink ourapproach.Emma Walmsley, CEO GSK
Through advanced tools like machine learning, we can understand which individualizedtherapies will be the most effective for improving quality of life, reducing healthcare costs, and preventing relapse and remission in specific segments of the population—all the waydown to individualized care. Stuart McGuigan, CIO, J&J
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AI can create value across the value chain
R&D- Drug discovery
- Drug Design
- Clinical trials
Product & service
- Supply & distribution
- Product portfolio
- Education
User experience
- Diagnosis
- Patient support
- Decision support
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Approach to analyzing AI adoption levels in West Sweden
Main purpose
Identify companies that address AI opportunities or apply AI technologies.
Secondary purpose
Catalyse the continued development of AI related life science projects.
MethodsSources: www, innovation system, funding agencies, EU applications, network, virtual
communities, public reports, newspapers, etc.
Interviews: 10 senior developers and managers.
Adoption level:
1 = Corporate strategy to address AI opportunities.
3 = Partial AI adopters or experimenters.
5 = AI adopters with proactive strategy and implemented solutions.
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Life Science
NOTE: List may not be complete, new companies are continuously added.
List contains companies engaged on different levels.
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AI used in a variety of applications across the value chain
11%
16%
11%
13%
38%
11%
Drug discovery & design
Product / service
Diagnostics
Education
Decision support
Patient support
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AI adoption level per application
0%
20%
40%
60%
80%
100%
Drug discovery & design
Product / service
Diagnostics Education Decision support
Patient support
5 AI adopters with proactive strategy and
implemented solutions
3 Partial AI adopters or experimenters
1 Corporate strategy to address AI opportunities
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Identified challenges
• Start-ups who might have the technology, might not have access to data.
• Which data sets are the most important ones?
• Structure and annotate data.
• Ownership of data - patient or company?
• Complexity is a limiting factor
• Sometimes difficult to show return on investment (ROI).
• Regulatory – clash between the dynamic and the traditional approach.
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Peder Svensson, Dir Comp Chem & Biol, CIO
Integrative Research Laboratories
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Drug discovery – the dominating picture
Binding assays
Cell-based assays
Ex vivo models
Animal models
Human pathophysiology
In silico drug design.
Virtual HTS
Big Data & AI
High throughput
screening (HTS)
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Starting point
ISP - a useful complement in drug discovery
Binding assays
Cell-based assays
Ex vivo models
Animal models
Human pathophysiology
In silico drug design
Computational modelling at all
stages, including AI methods
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Computational modelling including AI methods
Support for idea generation, Quantitative Structure-Activity
Relationships (QSAR)
Design of experiments / compound selection
Visualization and interpretationof data
Systems pharmacological translational modelling using
physiologically relevant, uniform and comparable data of high
quality
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Artificial arms get closer to the real thing
Integrum has developed new breakthroughtechnology to connect bionic prostheses to the patient’s bone, nerves, and muscles.
Robotic prostheses controlled via implantedneuromuscular interfaces have become a clinical reality thanks to Integrum’sosseointegrated technology.
Founders:Per-Ingvar Brånemark & Richard Brånemark “We have used osseointegration to create a long-term
stable fusion between man and machine”Max Ortiz Catalan, Chalmers University of Technology.
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INCREASE VALUE AND LIMIT RISK
IN R&D PROJECTS AND PORTFOLIOS
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STRATEGIC QUESTIONS & UNCERTAINTIES IN R&D
Development MarketLaunch
PROJECT
• 2% chance of launch
• 1 bUSD to reach launch
• Price pressure
• Tougher requirements
• Multi bUSD R&D spending
• ROI less than 5%
PORTFOLIO
• Targeted paitents?
• How to develop?
• Cost vs Speed?
…
• Market size & uptake?
• Competition?
• Pricing?
…
• Invest? What option?
• Prioritized projects?
• Incoming project flow?
…
$
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Design of options & scenarios
Quantitative evaluation of value & risk
Project/portfolio simulations
New insights
& new ideas
EVALUATE AND COMPARE OPTIONS ITERATIVELY TO
MAXIMIZE VALUE AND LIMIT RISK
•Captures all knowledge
incl. all complexities and
uncertainties
•Risk optimized against
the financial outcome
•Easy to compare options
•Potential areas of
improvement are
highlighted
•Game-like and dynamic
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“Captario enables decision-making for drug development
projects in a way I have not seen it before. It sets a new
benchmark to assess the complexity and uncertainty of
pharmaceutical portfolios to identify and address
upcoming opportunities and gaps in the pipeline.”
Daniel Daetwyler
Head Portfolio Management
& Global Decision Support
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Key findings – life science
There are extensive digitization activities and rapid growth across all fields in life science in the region.
There are increased understanding of opportunitiesrelating to AI applications in life science and healthcare.
There is potential for increased collaborations betweencompanies, regional Academic centers and Healthcare providers.
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In the mind of AI savvy individuals…
It is superexciting to work across the fields ofmedicine, technology and economy to solvethe challenges healthcare face today.
The buzz around AI has resulted in an increased understanding of the capabilitiesof AI within our management team. That is very helpful. If we can improve compound selection early
in the drug discovery phase with the help ofAI, we will definitely cut costs!
I don´t think that clinicians will be replaced by AI solutions. What we can do is to equip Doctors withintelligent tools so they can make even better decisions.
I wish more AI developers would choose to work with life science – it´s definitely a growing field!
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Change is inevitable.
Progress is optional.
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Key Findings
Rapid growth in the region
Found in almost every vertical
Usage of technologies adapted to need
The possibilities using the technology increases and
the threshold to start gets lower and lower
All actors are not world leading in AI –
but use it to improve their
current business
Internet
Incubators
&
Arenas
Internet
&
Secuity
Transport
&
Automotive
PartnersLife
Science
Research &
Education
Financial
&
ERP
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CONFERENCES & MEETING SPACESSPREADING THE WORD
➢2018-02-22 Metis Forum – Pre-Hospital ICT Arena
➢2018-04-10 GAIA Machine Learning & Data Science Conference 2018
➢2018-04-12 Vehicle Electronics & Connected Services – Lindholmen
➢2018-04-23 Foss North
➢2018-04-24 Vitalis 2018 - E-health
➢2018-04-26 MedTech West Workshop – Invitation only
➢2018-05-21 Gothenburg Tech Week
➢2018-05-27 ISCE 2018 – International Conference on Software Engineering
➢2018-05-29 Lindholmen Software Development Day 2018
➢2018-09-27 Park Annual 2018 – Life Science, incl. Digital Health & MedTech
➢MeetUp Machine Learning & Data Science (GBG)
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Thank you!