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#DevOpsDaysRiga @thiagoavadore
Thiago de Faria
DataOps & AI Lead 

@LINKIT
Chaos while
deploying AI
and making
sure it
doesn’t hurt
your app
#DevOpsDaysRiga @thiagoavadore
@thiagoavadore#DevOpsDaysRiga
THE TIMELESS
CONFLICT
IT Ops
Dev
#DevOpsDaysRiga @thiagoavadore
@thiagoavadore#DevOpsDaysRiga
Product
Dev
IT Ops
QA
Infosec
#DevOpsDaysRiga @thiagoavadore
GOOGLE AI MAKES PHONE CALLS??!!

CAN YOU DO SOMETHING LIKE THAT
USING THAT TENSORFLOW STUFF?

IT WOULD REALLY HELP US GET MORE
FUNDING.
- PERSON A, VP OF PRODUCT, LAST WEEK
#DevOpsDaysRiga @thiagoavadore
WAIT… CAN YOU ALSO DO THAT IN A
CONTAINER USING BLOCKCHAIN?
- PERSON B, ONE DAY LATER
* PERSON B WAS APPOINTED VP OF PRODUCT
#DevOpsDaysRiga @thiagoavadore
SO OBVIOUS! WE WILL CREATE AN AI DEVOPS
CLOUD NATIVE APPLICATION ON KUBERNETES
USING BLOCKCHAIN THAT THE USER WILL
EXPERIENCE WITH A VR HEADSET AND THIS WILL
BE OUR DIGITAL TRANSFORMATION DISRUPTIVE
STRATEGY!
- PERSON C, YESTERDAY
* PERSON C IS THE NEW CEO
@thiagoavadore#DevOpsDaysRiga
AI
MAKE COMPUTERS
CAPABLE OF DOING
THINGS THAT WHEN
DONE BY A HUMAN,
WOULD BE THOUGHT
TO REQUIRE
INTELLIGENCE
#DevOpsDaysRiga @thiagoavadore
AI
MACHINE
LEARNING
MAKE MACHINES
FIND PATTERNS
WITHOUT EXPLICITLY
PROGRAMMING
THEM TO DO SO
@thiagoavadore#DevOpsDaysRiga
Product
Dev
IT Ops
QA
Infosec
Data Scientist
ML Engineer
@thiagoavadore#DevOpsDaysRiga
YOU DO
YOUR BEST
TO IMPROVE
#DevOpsDaysRiga @thiagoavadore
WHILE YOU
ROCK &
THROUGHPUT
INCREASES, A
DATA
SCIENTIST
BUILDS A
MODEL…
@thiagoavadore#DevOpsDaysRiga
LOCAL
DEVELOPMENT…
#DevOpsDaysRiga @thiagoavadore
CSV's ON A
LAPTOP..
@thiagoavadore#DevOpsDaysRiga
MODEL
BUILDING
TAKES TIME.
#DevOpsDaysRiga @thiagoavadore
SHOW TO
THE CEO!
@thiagoavadore#DevOpsDaysRiga
WE ARE AN AI
COMPANY!
#DevOpsDaysRiga @thiagoavadore
NOW DEPLOY
THIS!!!
@thiagoavadore#DevOpsDaysRiga
THE TIMELESS
CONFLICT



PART II - THE
RETURN OF AI
IT Ops
Dev
ML
Dev
#DevOpsDaysRiga @thiagoavadore
PROBLEMS I
HAVE SEEN

(some I may have
even caused…)
@thiagoavadore#DevOpsDaysRiga
DOING WHAT
YOU ARE NOT
GOOD &
HIRED FOR…
#DevOpsDaysRiga @thiagoavadore
FEATURE
ENGINEERING
WON’T EASILY
SCALE
@thiagoavadore#DevOpsDaysRiga
FROM CSV
TO EVENTS
#DevOpsDaysRiga @thiagoavadore
MODEL DRIFT
& FRAGILITY
@thiagoavadore#DevOpsDaysRiga
ONBOARDING
@thiagoavadore#DevOpsDaysRiga
HARD TO
MEASURE
#DevOpsDaysRiga @thiagoavadore
CULTURE
CHANGE
@thiagoavadore#DevOpsDaysRiga
CONTINUOUS
DELIVERY
#DevOpsDaysRiga @thiagoavadore
DEMO GODS,
be kind…
• Development visibility
• Code reusability
• Sharing
• Serving a model as REST
• Packaging the model
… more will come!
@thiagoavadore#DevOpsDaysRiga
The amazing pictures are from the great JD Hancock!
http://photos.jdhancock.com/
#DevOpsDaysRiga @thiagoavadore
Questions?

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