mlaas - machine learning for the rest of us

20
MlaaS - maChiNe L eaRniNg F or t hE rE s t of us Anders Breivik [email protected] twitter.com/anders_b Fredrikstad 2016

Upload: anders-breivik

Post on 23-Jan-2018

102 views

Category:

Software


0 download

TRANSCRIPT

Page 1: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Anders [email protected]

twitter.com/anders_b Fredrikstad 2016

Page 2: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 3: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

*aas

Page 4: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

mlaAs

MacHinE lEarNinG aS a seRviCe

Page 5: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 6: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 7: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

• White and black box

• Custom Python and R scripts

• Azure Storage and Hadoop

AZurE MAchIne leArnNg

Page 8: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

• Black box

• Classification and regression

• Incremental data upload

GOogLe PreDicTioN aPi

Page 9: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

• Black box, automated solution

• Scalability

• Data in RDS, S3, Reshift

AMazOn MacHinE lEarNing

Page 10: MLaaS - Machine learning for the rest of us

THe web chAptErA SCIENCE AREA IN KNOWIT OBJECTNET

• Insight, data visualization and exploration

• Unstructured data

Ibm waTsoN

Page 11: MLaaS - Machine learning for the rest of us

THe web chAptErA SCIENCE AREA IN KNOWIT OBJECTNET

• White box

• Model introspection

• Decision trees

• Fully managed, self managed or on premises

bIgml

Page 12: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

DEmoCraTizAtiOnCommOdiTizAtiOn

DatA ovEr AlgOriThms

Page 13: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

DemO tIme!

Page 14: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

‘the inTelLigEnt soSiaL MEdiA POstEr’

Page 15: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 16: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

“twitter” , ”Presenting at JavaZone today, the live demo will fail, I’m sure of it.”“twitter” , ”It failed. As I expected. Next year, no live demo.”“facebook” , ”Thank god it’s Friday. Whoop, whoop!”“facebook” , ”Way too early to be up, can’t the kids learn to make their own Saturday breakfast?”…

Page 17: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 18: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Twitter Facebook

Twitter

Facebook

ActUal

PRedIctEd

47 20

10 112 128

67(69%) (31%)

(8%) (92%)

Page 19: MLaaS - Machine learning for the rest of us

MlaaS - maChiNe LeaRniNg For thE rEst of us

Page 20: MLaaS - Machine learning for the rest of us

Anders [email protected] twitter.com/anders_b github.com/abrabr

THanKs