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DevOpsDays Istanbul 2019 - AI with a devops mindset
- 1. @thiagoavadore#devopsdays AI WITH ADEVOPS MINDSET EXPERIMENTATION, SHARING & EASY ML DEPLOYMENT THIAGO DE FARIA HEAD OF SOLUTIONS ENGINEERING @LINKIT
- 2. @thiagoavadore#devopsdays ▸ Pure Math—> Software Engineer ▸ ❤ 👶 🎸 🎹 % ▸ Anything-Data … I probably done it ▸ DevOps Amsterdam Alumnus
- 3. @thiagoavadore#devopsdays GOOGLE AI MAKESPHONE CALLS??!! CAN YOU DO SOMETHING LIKE THAT USING THAT TENSORFLOW STUFF? USERS WOULD LOVE THAT! PERSON A, VP OF PRODUCT The real goal? A great PR
- 4. @thiagoavadore#devopsdays WAIT… CAN YOUALSO DO THAT IN A CONTAINER USING BLOCKCHAIN? PERSON B, appointed new VP of product
- 5. @thiagoavadore#devopsdays WHY DON’T WECREATE 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 SERVICE MESH!
- 6. @thiagoavadore#devopsdays Fighting the downwardsspiral TIMELESS CONFLICT
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- 8. @thiagoavadore#devopsdays AI MAKE COMPUTERS CAPABLE OFDOING THINGS THAT WHEN DONE BY A HUMAN, WOULD BE THOUGHT TO REQUIRE INTELLIGENCE
- 9. @thiagoavadore#devopsdays MAKE MACHINES FIND PATTERNS WITHOUTEXPLICITLY PROGRAMMING THEM TO DO SO AI MACHINE LEARNING
- 10. @thiagoavadore#devopsdays IF/ELSE, LOOPS &FUNCTIONS NON-ML DEVELOPMENT
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- 13. @thiagoavadore#devopsdays ML LIFECYCLE DIFFERENT, BUTNOT THAT MUCH…
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- 21. @thiagoavadore#devopsdays PROBLEMS ALONG THEWAY SURPRISE SURPRISE, CULTURE IS THE BIGGEST ONE…
- 22. @thiagoavadore#devopsdays ▸ Explainability &Ethics ▸ Hard to measure efficacy ▸ Nobody wants to be “on-call” ▸ Local Dev & Data —> Rework
- 23. @thiagoavadore#devopsdays SILVER BULLET CULTURE CHANGE. NEW WAYS OF WORKING.
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- 26. @thiagoavadore#devopsdays CI/CD FOR ML *MORETHAN IT… CONTINUOUS EVALUATION
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- 28. @thiagoavadore#devopsdays !DEVOPS MOVEMENT! !CULTURE CHANGE! &many others… COLLABORATION VERSION - CODE & DATA EVALUATION PACKAGING DEPLOYMENT MODEL SERVING
- 29. @thiagoavadore#devopsdays SPEED INVISIBLE WORK COLLABORATION OBSERVABILITY CI/CD BECOMECONTINUOS EVALUATION TRACKING SERVING REDUCE WASTE FAIL CULTURE
- 30. @thiagoavadore#devopsdays TOOLS TO HELP… ▸2.3 on ▸Cloud-Native ML ▸. ▸. ▸Pachiderm ▸…
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- 34. @thiagoavadore#devopsdays THE AMAZING PICTURESARE FROM THE GREAT JD HANCOCK! PHOTOS.JDHANCOCK.COM