Serverless Machine Learning Workshop

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[特別企画]  Serverless  Machine  Learning  

Workshop

clda.co/serverless-­‐workshop10/04/2016 東京

http://clda.co/serverless-workshop

@alex_casalboni

clda.co/serverless-­‐workshop Workshop  |  東京

Web  Developer  (6+  years)

Sr.  SoBware  Engineer  @  Cloud  Academy

Master  in  Computer  Science

About  me

https://twitter.com/alex_casalboni
https://twitter.com/alex_casalboni
http://clda.co/serverless-workshop

What  is  Machine  Learning?

Back  to  1959  (Arthur  Samuel)

How  computers  learn  from  Data

clda.co/serverless-­‐workshop Workshop  |  東京

How  to  solve  decision  problems

http://clda.co/serverless-workshop

Machine  Learning  pipeline

Training Predic6on

batch real-­‐Ame

Feature  extrac6on

batch

data informaPon

features ML  models

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

?

Machine  Learning  taxonomy

Supervised    Learning

Unsupervised    Learning

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

?Machine  Learning  taxonomy

classifica8on

regression 170cm

Supervised    Learning

Unsupervised    Learning

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Machine  Learning  taxonomy

Supervised    Learning

Unsupervised    Learning

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Machine  Learning  taxonomy

clustering

rule  extrac8on

group A group B

A, B C

Supervised    Learning

Unsupervised    Learning

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

What  problems  can  ML  solve  for  you?

Supervised    Learning

Unsupervised    Learning

classifica'on

regression

clustering

rule  extrac'on

?

170cm

gro gro

A, B C

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

What  problems  can  ML  solve  for  you?

Supervised    Learning

Unsupervised    Learning

classifica'on

regression

clustering

rule  extrac'on

?fraud  detecPon

170cm

gro gro

A, B C

price  of  a  stock  over  Pme

purchase  likelihood

user  segmentaPon

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

LearningDataMachine

Cloud

Big

Science

Information

Internet

Statistics

Technology

Python Future

Mining Social

Deep

IOT

AlgorithmsManagement

Storage Petabytes

Parallel

Network

Privacy

MillionNoSQL

PaaS

SQL

Database

Exabytes

Billion

Dataset

Hadoop

R

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Generated  data  started  growing  ~10  years  ago…

“90%  of  the  data  in  the  world  today  has  been    created  in  the  last  two  years  alone”  -­‐  IBM

“300+  hours  worth  of  video  content  is  being    uploaded  to  the  site  every  minute”  -­‐  Youtube

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

…  and  it  keeps  geKng  bigger!

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Big  data  challenges

Manual  exploraPon  is  not  an  opPon

Data-­‐driven  decisions  are  a  must

Distributed/parallel  compuPng

The  curse  of  dimensionality

clda.co/serverless-­‐workshop Workshop  |  東京

https://en.wikipedia.org/wiki/Curse_of_dimensionality
http://clda.co/serverless-workshop

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Why  is  deploying  ML  models  a  challenge?

clda.co/serverless-­‐workshop Workshop  |  東京

http://clda.co/serverless-workshop

Why  is  deploying  ML  models  a  challenge?

1.  Prototyping  !=  ProducPon-­‐ready

2.  We  need  ElasPcity

4.  MulP-­‐model  architectures

3.  Too  many  nice-­‐to-­‐have  features

clda.co/serverless-­‐workshop Workshop  |  東京

5.  Avoid  lack  of  ownership

http://clda.co/serverless-workshop

Machine  Learning  as  a  Service  (MLaaS)

AmazonMachine  Learning

AzureMachine  Learning

GooglePredicAon  API

IMBWatson  AnalyAcs

BigML

Workshop  |  東京clda.co/serverless-­‐workshop

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Thank  you  for  aZending  :)

cloudacademy.com

Q  &  A

10/04/2016 東京

https://cloudacademy.com/

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