julkinen pilvi liiketoiminnan muutoksen mahdollistajana · “machine learning is a core,...
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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