ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved....

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World Successes, Limitations & Hype

Transcript of ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved....

Page 1: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

ARTIFICIAL INTELLIGENCE IN ANALYTICSUncovering the Real-World Successes, Limitations & Hype

Page 2: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

Tom Braybrook | Product Marketing Manager, Adobe Asia PacificAI: A QUICK PRIMER & HISTORY LESSON

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Page 4: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

1950’s 1960’s 1980’s1970’s 2000’s1990’s 2010’s…

ARTIFICIAL INTELLIGENCE

MACHINE LEARNING

DEEP LEARNING

ACCELERATED BY.. AVAILABILITY OF TRAINING DATA

COMPUTING & DATA PROCESSING

GENERAL(SENTIENT, AWARE)

NARROW(FOCUSED, SPECIFIC)

AI THAT IS PROGRAMMED AI THAT IS TRAINED

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

MACHINE LEARNINGMultiuse & Nonspecific Applications

5.0-7.0

NATURALLANGUAGE

0.6-0.9

SMARTROBOTICS

0.3-0.5

VIRTUALAGENTS

0.1-0.2

AUTONOMOUSVEHICLES

0.3-0.5

COMPUTER VISION2.5-3.5

SOURCE: “Artificial Intelligence, The Next Digital Frontier?” McKinsey Global Institute, 2017

EXTERNAL INVESTMENT IN AI-FOCUSED COMPANIES, $ BILLIONS, 2016

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

Page 9: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

Page 10: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

3/4executives

Believe that AI will enable their companies to move into

new businesses

85%

Believe that AI will allow their companies to obtain or sustain

a competitive advantage

Source: MIT Sloan Management Review, 2017

Page 11: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

By 2020, business will take

$1.2 trillioneach year from competitors thatdon’t employ these technologies

Source: Forrester Predictions 2017

Page 12: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

Meet Adobe Sensei.A unified AI and machine learning framework

powering a range of intelligent services across the Adobe platform.

Page 13: ARTIFICIAL INTELLIGENCE IN ANALYTICS · © 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential. ARTIFICIAL INTELLIGENCE IN ANALYTICS Uncovering the Real-World

© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

ATTRIBUTION

PERSONALIZATION

ANOMALY DETECTION

SENTIMENT ANALYSIS

INTELLIGENT AUDIENCE SEGMENTATION

BUDGET ALLOCATION

PREDICTING CLICKS

SUBJECT LINE OPTIMIZATION

AUTO-TAGGING

PROBABILISTIC DEVICE STITCHING

AUDIENCETAGGING

CONTRIBUTIONANALYSIS

VIDEORECOMMENDATIONS

EMAIL FREQUENCY CONTROL

LANDING PAGEOPTIMIZATION

AUTOMATED INSIGHTS

NEW LOOKALIKEMODELING

ONE-CLICK PERSONALIZATION

INTELLIGENT ALERTS

INTELLIGENTIMAGE CROPPING

80+ capabilities powered by Adobe Sensei

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

MACHINE LEARNING, TRAINED ON YOUR OWN DATA.

STATISTICAL ANOMALY DETECTION

CONTRIBUTION ANALYSIS

RECOMMENDED SEGMENTS

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

ORIGINALMACHINE LEARNING

APPROACHDEEP LEARNING

APPROACH

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

Adobe Sensei: Opening up the framework

Developed by Adobe that do not require customer-specific configuration or training

MARKETER

Developed by Adobe that enables customer-specific configuration and training

DIGITAL ANALYST

Developed by customer or partner. “BYO algorithm” to your Adobe data

DATA SCIENTIST

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© 2018 Adobe Systems Incorporated. All Rights Reserved. Adobe Confidential.

General Manager, Torque DataVelocity Frequent Flyer / Virgin Australia

Data & Artificial Intelligence Lead, AzureMicrosoft Australia

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ADOBE SYMPOSIUM 2018

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ARTIFICIAL INTELLIGENCE: Real-World Successes, Limitations and HypeAugust 2018

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Micro

services

REST

APIs

DATA

CLOUD

9 M +

MEMBERS

400+

VELOCITY AS A LOYALTY PLATFORM

MEMBERS

MAKING OUR MEMBERS DREAMS COME TRUE

PARTNERS

THE SMART WAY TO ACHIEVE YOUR CUSTOMER GOALS

PARTNERS

VELOCITY BACKGROUND

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HOW AND WHY

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HOW AND WHY

WHY

Increased focus on analytics

Reduced pool of available talent

Increased requirement for analytics at pace (digital)

HOW

Proof of concept

Stand alone

Cloud Deployment

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WHAT WE DID

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WHAT WE DID!

EXISTING ACTIVITY BETTER/FASTER

10 x 10%

NEW CHALLENGE – THE IMPOSSIBLE

“Half the money I spend on advertising is wasted; the trouble is, I don't know which half.”

Wanamaker, Leverhulme

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WHAT WE DID! – Multi-class Propensity Models

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WHAT WE DID! – Marketing Attribution Model

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THE LESSONS

PEOPLE NOT TECHNOLOGY

QUICK WINS ARE VITAL

TIMING IS EVERYTHING

GET STARTED!

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WHAT NEXT?

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What’s Next

INTEGRATION

ACCELERATIONMORE CHALLENGES

SUPPORTING TECHNOLOGIES

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