andrew w. moore · 2019-09-06 · ai absorption will be the new basis of competition in the global...
TRANSCRIPT
Andrew W. MooreVice President of Engineering,
Google Cloud AI
Andrew Moore, VP Engineering
August 27, 2019
Digital Transformation
with AI
My Talk Goals
● AI is artisanal and that is dangerous
● Three approaches to de-artisanaling
● Necessary conditions for a successful AI project
● Latest news: There are AIs to help fill in for the shortage of
human AI experts
Artificial Intelligence is
Everywhere
By 2021
of new vehicles will have
autonomous capabilities.
10%of enterprise applications
will use AI.
75%The number of citizen data
scientists will have grown
5x faster than “professionals.”
5x faster
AI absorption will be the new basis of competition in the global economy
Companies that fully absorb AI into their value-producing workflows by 2025
will dominate the 2030 economy with +120% cash flow growth
These “AI front-runners” have a similar profile to Google Cloud customers:
large companies with a strong IT base, digital culture and a higher
propensity to invest in AI
Companies who absorb AI by 2030 will see a mere +10% cash flow growth
while those that don’t will see declines of 20%
AI in enterprise 2019 = Internet in enterprise 1994
AI is easy to talk about and hard to do
Use
Case
Identifying the right
business problem
to solve is difficult
People
Machine Learning
expertise is scarce
AI is more
than ML
Don’t simply model
for the sake of it.
Make decisions.
Deployment
and integration
Brittle, opinionated
infrastructure that is
hard to productionize
and breaks between
cloud and on-prem
What will drive Cloud AI growth?
Flexibility
Hybrid,
open,
scalable
01
User focus
Productive,
intuitive,
accessible
02
Innovation
Fast,
accurate,
high quality
03
Responsibility
Trusted,
secure,
transparent
04
● Are you starting your AI
strategy but don’t have
an AI Team?
Business Users
● Already have technical
talent, but looking for the
best AI toolbox?
Builders (ML Experts and
Developers)
AI Solutions AI Platform Powertools
● Strong engineers and
scientists with small
proportion AI expert
Builders (AI Newbies)
AI Platform Components
● Are you starting your AI
strategy but don’t have
an AI Team?
Business Users
● Already have technical
talent, but looking for the
best AI toolbox?
Builders (ML Experts and
Developers)
AI Solutions AI Platform Powertools
● Strong engineers and
scientists with small
proportion AI expert
Builders (AI Newbies)
AI Platform Components
AI Solutions
Cloud AI solutions make implementation
easy
+AI expertise
& products
Partner technology
& services
Ready-to-deploy AI solutions that utilize
your data and plug into
your existing technology
& workflows
=
Solving real business problems
Retail
Financial
Services
Manufacturing Healthcare &
Life Sciences
Government Media &
Entertainment
Technology
Energy Gaming
Marketing
Ready-to-deploy AI solutions plug into your existing
technology & workflows. No AI or ML expertise required.
Easily, and cost-effectively,
extract valuable insights
from your documents.
Document
Understanding AI
Efficiently provide world-class
customer support.
Contact
Center AI
Understand and optimize
Manufacturing &
Industry
Document Understanding AI
You have a goldmine of documents that is
hard, expensive or impossible to tap into.
Document Understanding AI lets you
easily and cost-effectively extract valuable
insights from your documents.
Contact Center AI
You’ve had to make a tradeoff between a great
customer support experience and operational
efficiency, until now.
Contact Center AI lets you provide world-class
customer support more efficiently.
HVAC Optimal Control Systems
Vision Product Search
Minimal
coding
Ensures
privacy &
compliance
Engage customers in new and exciting ways
● Available via Cloud Vision API
● Drive customer engagement
● Reduce friction with product search and purchase
● Empower retail sales associates
● Detect multiple products in one image
NDA
● Are you starting your AI
strategy but don’t have
an AI Team?
Business Users
● Already have technical
talent, but looking for the
best AI toolbox?
Builders (ML Experts and
Developers)
AI Solutions AI Platform Powertools
● Strong engineers and
scientists with small
proportion AI expert
Builders (AI Newbies)
AI Platform Components
Very few people can create
custom ML models today
Who can actually
use AI today?
10KDL researchers
2MML experts
+23MDevelopers
+100MBusiness users
Empowering AI experts
Significant
OpportunityVery Senior
Leader will get
regular updates
Product
Manager and
Experienced
Eng Lead
Platform
supports
prototyping
Measurable
POC
Platform
supports
procedural
transportation of
prototype
Technology
Track
Change
Management
Track
Audit of ethical,
safety, privacy
and fairness
Customer User
Journeys
Political or Rational
organizational
Change Management
Deployment
using Site
Reliability
Engineers
AcceleratorsD
eep
Learn
ing
VM
Im
ag
es
ML Inference ML Training
Edge Supercomputer
TPU Edge TPU Cloud TPU Cloud TPU Pod
GPU P4 P100T4 K80 V100
CPU Skylake
AI Platform
Build once to
deploy anywhere
Productionize AI
applications fast
Explain AI
outcomes easily
Helps move models into
production in a serveless
way, thereby allowing your
team focus on development,
not on operations
Supports Kubeflow, Google’s
open-source technology to
build portable AI applications
that can run on-premises or
on Google Cloud without
significant code changes
Provides services to validate
training data, understand
model outcomes, and
improve model accuracy
through continuous learning
Collaborate
effectively
Access the best of AI content
built with users across the
organization, as well as
Google via AI Hub
Who can use AI Platform?
Data Engineer ML Engineer Developer Data Scientist Business Analyst
Uses Kubeflow
Pipelines to
encapsulate end-to-
end workflows that
can be reused
Uses Pub/Sub,
Dataflow, and
Dataprep to ingest,
prepare and transform
data
Collaborates with data
scientists to embed AI
through REST APIs
into applications
Uses notebooks,
and publishes ML
pipelines
Discovers solutions
from AI Hub and
deploys it into
production
● Are you starting your AI
strategy but don’t have
an AI Team?
Business Users
● Already have technical
talent, but looking for the
best AI toolbox?
Builders (ML Experts and
Developers)
AI Solutions AI Platform Powertools
● Strong engineers and
scientists with small
proportion AI expert
Builders (AI Newbies)
AI Platform Components
Cloud AutoML ML that creates ML for your problem
Cloud AutoMLDataset
Train Deploy Serve
Generate predictions
with a REST API
My Talk Goals
● AI is artisanal and that is dangerous
● Three approaches to de-artisanaling
● Necessary conditions for a successful AI project
● Latest news: There are AIs to help fill in for the shortage of
human AI experts
Thank you