Julkinen pilvi liiketoiminnan muutoksen mahdollistajana · “Machine learning is a core, transformative way by which we’re rethinking how we’re doing everything.” –Sundar

Julkinen pilvi liiketoiminnan muutoksen mahdollistajana

Carita MäkinenTrafi Ilma 18.4.2018 Scandic Park Helsinki

Project Wing

5Transformation is a mindset

The Danger of How The Power of Why

10x thinking

is all about coming up with radicalsolutions to huge problems—solutions

which provide a

10x improvementto the way things are currently done

Machine Learningat Google

“Machine learning is a core, transformative way by which we’re rethinking how we’re doing everything.”

– Sundar Pichai

How did you learn your native language?

10 minutes

Random luck

120 minutes

Flawless play

240 minutes

Strategy emerges!

High-quality datasetsLots of compute capacityPowerful tools

Keys to Successful Machine Learning

Proprietary & Confidential

Google app

20%of mobile searches are via voice

Smart reply in Inbox

12%of all responses sent on mobile

Proprietary & Confidential

Proprietary & Confidential

[beach]Google Photos

Tom Hanks

or Bill Murray?

Google DatacenterBy applying ML, we were able to reduce the energy we use for cooling by 40%

Building systems that know how to walk, with no reference to how humans actually walk

2490% of world information is Unstructured

Powered by Open Source

Proprietary & Confidential

Hardware Accelerated AI

TPU vs Conventional processors

15 - 30x faster

30 - 80x operations per watt

Like fast-forwarding 7 years into the future

Confidential & Proprietary

Source: Data scientists= Kaggle Data scientist community , Developers: Evans Data Corporation the figure in 2016 was 21m

State of the Industry: Lack of Expertise

Very few users today can create a custom ML model. To democratize AI, we need to make AI accessible to millions more

1000’sDeep Learning Researchers

21MDevelopers

Confidential & Proprietary

<1MData Scientists

Machine Learning with Google

Use Our ModelsTake advantage of Google’s

domain expertise

No tools or AI expertise required

Extend or customizewith AutoML

Train Your OwnBuild on your own specialized

domain expertise

Use Google tools for building and training models

OR

AI Infrastructure

Cloud GPUs Cloud TPUsCompute Engine

NetworkingCloud Storage

Platform, Libraries, Tools DataLabCloud ML

EngineBigQuery

AI Building Blocks

Vision Video Intelligence

Speech Natural Language

Translation

Google Cloud AI Platform

Confidential & ProprietaryGoogle Cloud Platform 31

europe-north1-a,b,c

Julkinen pilvi liiketoiminnan muutoksen mahdollistajanaCarita MäkinenTrafi Ilma 18.4.2018 Scandic Park Helsinki