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@thiagoavadore#CodemotionRome19
AI WITH A DEVOPS MINDSET
EXPERIMENTATION, SHARING & EASY ML DEPLOYMENT
THIAGO DE FARIA

HEAD OF SOLUTIONS ENGINEERING @LINKIT
@thiagoavadore#CodemotionRome19
SOURCING
SOLUTIONS
ENGINEERING
TRAINING
@thiagoavadore#CodemotionRome19
~/
▸ Pure Math —> Software Engineer
▸ Trainer 🎤
▸ ❤ 👶 🎸 🎹 &
▸ OSS, 🐍, 🌧, Go, k8s, tensorflow, Scala & Spark
▸ Conference organiser - Amsterdam.ai, ITNEXT, …
@thiagoavadore#CodemotionRome19
GOOGLE AI MAKES PHONE CALLS??!!

CAN YOU DO SOMETHING LIKE THAT
USING THAT TENSORFLOW STUFF?

OUR USERS WOULD LOVE THAT!
PERSON A, VP OF PRODUCT

The real goal? A great PR
@thiagoavadore#CodemotionRome19
WAIT… CAN YOU ALSO DO
THAT IN A CONTAINER USING
BLOCKCHAIN?
PERSON B, appointed new VP of product
@thiagoavadore#CodemotionRome19
WHY DON’T WE CREATE AN AI DEVOPS
CLOUD-NATIVE APP ON K8S USING
BLOCKCHAIN BACKED BY IOT DEVICES THAT
THE USER WILL EXPERIENCE WITH A VR
HEADSET? A TRULY DISRUPTIVE DIGITAL
TRANSFORMATION!
PERSON C, appointed CEO and master-of-all things

Gets funded and moves to the Bay Area
@thiagoavadore#CodemotionRome19
FIGHTING THE
DOWNWARDS SPIRAL
TIMELESS CONFLICT
@thiagoavadore#CodemotionRome19
Product Dev IT Ops QA
Infosec
@thiagoavadore#CodemotionRome19
AI
MAKE COMPUTERS
CAPABLE OF DOING
THINGS THAT WHEN
DONE BY A HUMAN,
WOULD BE THOUGHT
TO REQUIRE
INTELLIGENCE
@thiagoavadore#CodemotionRome19
MAKE MACHINES
FIND PATTERNS
WITHOUT
EXPLICITLY
PROGRAMMING
THEM TO DO SO
AI
MACHINE
LEARNING
@thiagoavadore#CodemotionRome19
IF/ELSE, LOOPS &
FUNCTIONSNON-ML DEVELOPMENT
@thiagoavadore#CodemotionRome19
@thiagoavadore#CodemotionRome19
DATA &
HYPERPARAMETERSML DEVELOPMENT
@thiagoavadore#CodemotionRome19
ML LIFECYCLEDIFFERENT, BUT NOT THAT MUCH…
@thiagoavadore#CodemotionRome19
@thiagoavadore#CodemotionRome19
DATA
PIPELINE
Manual

INGESTION
EXPLORE
CLEAN
FEATURE
ENGINEERING
@thiagoavadore#CodemotionRome19
DATA
PIPELINE
MODEL DEV
EXPLORE
CLEAN
FEATURE
ENGINEERING
TRAIN
TESTTUNE
Manual

INGESTION
@thiagoavadore#CodemotionRome19
DATA
PIPELINE
MODEL DEV
EXPLORE
CLEAN
FEATURE
ENGINEERING
TRAIN
TESTTUNE
Automated

INGESTION
@thiagoavadore#CodemotionRome19
DATA
PIPELINE
MODEL DEVOPERATIONS
EXPLORE
CLEAN
FEATURE
ENGINEERING
TRAIN
TEST
TUNE
PACKAGE
LOGGING
MONITOR
DEPLOY
SERVE
Automated

INGESTION
@thiagoavadore#CodemotionRome19
PROBLEMS ALONG
THE WAYSURPRISE SURPRISE, CULTURE IS THE BIGGEST ONE…
@thiagoavadore#CodemotionRome19
▸ Ethics issues
▸ Explainability problems
▸ Local Dev & Data —> Rework
▸ Hard to measure efficacy
▸ Nobody wants to be “on-call”
@thiagoavadore#CodemotionRome19
SILVER BULLET
CULTURE CHANGE

NEW WAYS OF WORKING.
@thiagoavadore#CodemotionRome19
CHANGE THE CULTURE. 

INVOLVE ML/DS.
@thiagoavadore#CodemotionRome19
Product
Dev
IT Ops
QA
Infosec
ML Engineer
Data
Scientist
@thiagoavadore#CodemotionRome19
LOCAL DATA
SCIENCE IS DEAD
@thiagoavadore#CodemotionRome19
CI/CD FOR ML
*IT ISN’T EASY…
@thiagoavadore#CodemotionRome19
MORE THAN CI/CD,
CONTINUOUS EVALUATION
@thiagoavadore#CodemotionRome19
BIAS, DRIFT & FRAGILITY
ARE ML’S BUGS
@thiagoavadore#CodemotionRome19
COLLABORATION.
VERSION - CODE & DATA.
EVALUATION.
PACKAGING.
DEPLOYMENT.
MODEL SERVING.
@thiagoavadore#CodemotionRome19
TOOLS TO HELP…
▸ 2.3 on
▸Cloud-Native ML
▸.
▸.
▸aws-sagemaker-build
@thiagoavadore#CodemotionRome19
MLFLOW DEMO
DEMO GODS, BE KIND…
@thiagoavadore#CodemotionRome19
COLLABORATION
VERSION - CODE & DATA.
EVALUATION.
PACKAGING.
DEPLOYMENT.
MODEL SERVING.
!DEVOPS MOVEMENT!

!CULTURE CHANGE!
& MANY OTHERS
@thiagoavadore#CodemotionRome19
Questions?
SHAMELESS PLUG…
@thiagoavadore#CodemotionRome19
THE AMAZING PICTURES ARE FROM
THE GREAT JD HANCOCK!



PHOTOS.JDHANCOCK.COM

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