Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Realizing the vision - innovation thru collaboration
1. Realizing the Vision –
Innovation thru Collaboration
Itai Rosenfeld
Vice President and General Manager
Applied Materials Israel
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2. INNOVATION ?
Things that changed our life?
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3. INNOVATION ?
Things that changed our life?
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4. INNOVATION ?
Things that changed our life?
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5. INNOVATION ?
Things that changed our life?
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6. INNOVATION
…generally refers to the creation of better
or more effective products, processes,
technologies, or ideas that are accepted
by markets, governments, and society.
…innovation generally signifies a
substantial positive change compared to
incremental changes.
Source: Wikipedia
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8. …for (a bad) Example
Solution not
good enough
Seriously?
Need Need
Creativity Creativity
Commercialization Commercialization
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9. INNOVATION
in a mature industry
Consumer Moore’s Technology
demand law inflections Fabrication
• Mobile & tablet • CD shrinkage • EUV lithography solutions
• Cloud • 22nm, 16nm, • 3D transistors
computing 12nm… • 450mm wafers
The Semiconductor World
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10. RISK
in capital equipment development
Few (big) customers
Huge R$D investment (10s of $M)
Long development cycles (5-10 yrs)
There are no 2nd chances
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11. HOW to OVERCOME
collaboration is key
Early engagement with
leading customers
Get it right the first time or
stop it when it’s still small
Reduce uncertainties
Reduce development time
Strengthen customer loyalty
Share funding (and success)
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12. CASE STUDY
problem statement
Fab decision depends on manually classified images
Slow and labor intensive
Prone to human error
void residue scratch thinning particle bridge
Can it be done automatically?
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13. POTENTIAL SOLUTION
automatic defect classification (ADC)
The “Holy Grail” of defect analysis
Automatic classification of detected defects
A learning system with decision making algorithms
Needs to be accurate and fast
Previous attempts were not fruitful
Collaborate with a customer to provide a
solution customers will actually want
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14. ENGAGEMENT
ADC development with leading flash customer
Innovative Support Vector Machine
(SVM) based algorithm developed
one year
Method of Minimal Volume (OCSVM)
State of the art
1st in industry to
implement machine
learning
Innovative approach to
rejection mechanism
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15. ENGAGEMENT
ADC development with leading flash customer
Innovative Support Vector Machine
(SVM) based algorithm developed
one year
Data collection in the Fab
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16. ENGAGEMENT
ADC development with leading flash customer
Innovative Support Vector Machine
(SVM) based algorithm developed
one year
Data collection in the Fab
Algorithm optimized and tuned
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17. ENGAGEMENT
ADC development with leading flash customer
Innovative Support Vector Machine
(SVM) algorithmTarget Confidence Level: >90%
started development
one year
Data collection in the Fab
Target Rejection Rate: <15%
Algorithm optimized and tuned
Beta testing at customer site
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18. ENGAGEMENT
ADC development with leading flash customer
Innovative Support Vector Machine
(SVM) based algorithm developed
one year
Data collection in the Fab
Algorithm optimized and tuned
Beta testing at customer site
Production implementation
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19. BENEFITS
of joint ADC development
to Applied Materials
Deep understanding of customer needs (not guessing)
Access to large amounts of real-life data (not simulated)
Testing in high-end environment (not lab)
Creating a winning product (commercialization)
to the customer
Algorithm developed according to customer needs
Early adoption value over customer competitors
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20. COLLABORATION
What does it take to do it successfully?
Innovative value add concept
Otherwise doesn’t justify the effort
Strong team and team work
Shared goal
Highly technical, advanced customers
Good relations and champion at customer side
Dedication, motivation, persistence
Nothing comes easy
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21. SUMMARY
Innovation drives the universe development
Effective innovation in an organization
requires: professional people, excellence,
culture and drive
Successful innovation requires also
commercialization
One effective way to drive successful
innovation is through collaboration with
the customer
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23. ISRAEL
E http://www.appliedmaterials.com
http://www.appliedblog.co.il
http://www.facebook.com/appliedmaterialsisrael
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Editor's Notes
http://en.wikipedia.org/wiki/Innovation
Concorde image source: Wikipedia
Problem statement: How to anticipate the future’ customers’ need in our risky environment Small amount of (big) customersHuge R$D investmentStrong and fierce competitionLong development cycles
Solution: Reduce uncertaintiesReduce development timeIncrease customer intimacy and loyaltyShare funding (and success..)