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Anant Jhingran
AI will
rock your world
AI?
Artificial
Intelligence
or IA?
Intelligence
Amplification
AI?
Artificial
Intelligence
or IA?
Intelligence
Amplification
Underneath it all is
machine learning
Underneath it all is
machine learning
data algorithmscomputations
OutputInput
Most transformative is
Neural Networks
Neural net models
learn from examples
Cat Dog Car Apple Flower
After a model is trained,
you can test it
Cat
?
Cat Dog Car Apple Flower
Powerful functions that
neural nets can learn
Rice
Restaurants
in Seoul Hello!
Grey tabby cat
sitting on top of
two suitcases
Reinforcement Learning
Agent Environment
Observations
Actions
DeepMind
Street number Street name
Sign
Sign
Business name
Traffic light
Traffic signStreet number
Street View
Research at Google
“Deep Learning for Robots: Learning from Large-Scale Interaction”,
Google Research Blog, posted March 2016
Rapidly accelerating use of
deep learning at Google
2012 201520142013
and
more
…
Google Photos
[glacier]
Google Photos
[dog]
Google PhotosGoogle Translate
Inbox by Gmail
Smart reply
10%
of all responses
sent on mobile
Search
RankBrain: a deep neural network for search ranking
#3
signal
for Search ranking,
out of hundreds
machine learning for search engines
Machine learning use cases
Structured Data
Classification/Regression
Customer Churn Analysis
Product Diagnostics
Forecasting
Recommendation
Content Personalization
Product X-Sells/Up-Sells
Image Analytics
Identify damaged shipments
Explicit Content Classification
Identify “styles” in images
Text Analytics
Call Center log analysis
Language Identification
Topic Classification
Sentiment Analysis
Unstructured Data
Anomaly Detection
Fraud Detection
Asset Sensor Diagnostics
Log Metric Anomalies
Speech Analytics
Chatbots
Call Center Applications
TensorFlow
#1 repository
for “machine learning”
on GitHub
Ready to use Machine
Learning models
Use your own data to
train models
Cloud Vision
API
Cloud
Speech API
Cloud
Translate API
Cloud Natural
Language API
Beta
GA
GA
Beta
Cloud
Storage
GA
Google
BigQuery
GA
Cloud Machine
Learning
Beta
Cloud
Datalab
Beta
TensorFlow
OSS
Develop Model Test
will be deeply affected by
AI APIs
AI APIswill deeply affect
What if you kept thinking that the 20 year old
is your consumer…
What if you kept thinking that the 20 year old
is your consumer…
While the world rapidly
moved here?
You have to
embed intelligence
into every interaction
What if you kept thinking that AI is for
esoteric applications?
What if you kept thinking that AI is for
esoteric applications?
In reality, every application
will become a learning application.
You have to embed intelligence into
every application, into every API
What if you thought your network ended in
your four walls?
What if you thought your network ended in
your four walls?
But in reality…
You have to embed intelligence at the Edge
— for operations, customers, and security
Technology will be easy.
You have to focus on people
and you have to focus on
organization
Artificial intelligence is already making a huge difference
and there are many, many more opportunities.
Adapt or Die: Keynote with Anant Jhingran
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