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The Future of AI Kathryn Hume VP Product & Strategy @humekathryn Or, The Not-So-Singular Life of Jean-Sebastian Gagnon @integrateai
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Startupfest 2017: Kathryn Hume (integrate.ai)

Jan 21, 2018

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Page 1: Startupfest 2017: Kathryn Hume (integrate.ai)

The Future of AI

Kathryn Hume

VP Product & Strategy

@humekathryn

Or, The Not-So-Singular Life of Jean-Sebastian Gagnon

@integrateai

Page 2: Startupfest 2017: Kathryn Hume (integrate.ai)

353,000 newborns worldwide

240 in Québec

Page 3: Startupfest 2017: Kathryn Hume (integrate.ai)

One of those 240 babies is our story’s hero.

His name is Jean-Sebastian Gagnon.

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The Childhood of JS Gagnon

Page 7: Startupfest 2017: Kathryn Hume (integrate.ai)

Great Aunt Agathe bequeaths her Choose Your Own Adventure book collection

Page 8: Startupfest 2017: Kathryn Hume (integrate.ai)

JS learns about

the natural world

Page 9: Startupfest 2017: Kathryn Hume (integrate.ai)

JS sees great masterpieces …

http://genekogan.com/and doubts that humans are that special

Page 10: Startupfest 2017: Kathryn Hume (integrate.ai)

https://aiexperiments.withgoogle.com/ai-duetJS studies music theory

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https://aiexperiments.withgoogle.com/ai-duet

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https://aiexperiments.withgoogle.com/ai-duet

Page 14: Startupfest 2017: Kathryn Hume (integrate.ai)

(What JS’s mom thinks he’s talking about)

Page 15: Startupfest 2017: Kathryn Hume (integrate.ai)

At 12, JS doesn’t need a ride to baseball practice …

Page 16: Startupfest 2017: Kathryn Hume (integrate.ai)

… but his parents sure paid a lot for liability insurance!

Page 17: Startupfest 2017: Kathryn Hume (integrate.ai)

JS enters the awkward phase

Page 18: Startupfest 2017: Kathryn Hume (integrate.ai)

*That’s not JS’s hand **JS sticks to girls his own age

Page 19: Startupfest 2017: Kathryn Hume (integrate.ai)

JS’s first date with Tania

Page 20: Startupfest 2017: Kathryn Hume (integrate.ai)

JS’s real-life first date with Tania

Page 21: Startupfest 2017: Kathryn Hume (integrate.ai)

JS Gagnon Goes to University

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Page 23: Startupfest 2017: Kathryn Hume (integrate.ai)

Claude Shannon’s maze-solving mouse Theseus, 1952

Page 24: Startupfest 2017: Kathryn Hume (integrate.ai)

Arthur Samuel’s checkers program on the IBM 701, 1956

Page 25: Startupfest 2017: Kathryn Hume (integrate.ai)

Rosenblatt’s Mark I Perceptron

Cornell University, 1957

Page 26: Startupfest 2017: Kathryn Hume (integrate.ai)

1986 1989

Page 27: Startupfest 2017: Kathryn Hume (integrate.ai)

Early 2000s

Age of Brute Statistics

Page 28: Startupfest 2017: Kathryn Hume (integrate.ai)
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More Data

Page 30: Startupfest 2017: Kathryn Hume (integrate.ai)

Performance of GPUs over timeGPU vs. CPU Performance of

Black-Scholes Option Pricing

Page 31: Startupfest 2017: Kathryn Hume (integrate.ai)

Next Generation Hardware

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Next Generation Hardware

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Page 34: Startupfest 2017: Kathryn Hume (integrate.ai)

JS Gagnon Becomes a Startup Guy

Page 35: Startupfest 2017: Kathryn Hume (integrate.ai)

Traumatized from the awkward days,

JS hates having his picture taken

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Page 38: Startupfest 2017: Kathryn Hume (integrate.ai)

Bradford Cross, June 14 2017

1. Full stack products

2. Subject matter expertise

3. Proprietary data

4. AI delivers core value

Page 39: Startupfest 2017: Kathryn Hume (integrate.ai)

Machine Radiologists

Page 40: Startupfest 2017: Kathryn Hume (integrate.ai)

Machine Due Diligence

Page 41: Startupfest 2017: Kathryn Hume (integrate.ai)

Probabilistic Endpoint Security

Page 42: Startupfest 2017: Kathryn Hume (integrate.ai)

JS Gagnon Reads a Rotman Case Study

about integrate.ai

Page 43: Startupfest 2017: Kathryn Hume (integrate.ai)
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Page 48: Startupfest 2017: Kathryn Hume (integrate.ai)

The Future of AI

Kathryn Hume

VP Product & Strategy

@humekathryn

Or, The Not-So-Singular Life of Jean-Sebastian Gagnon

@integrateai

Page 49: Startupfest 2017: Kathryn Hume (integrate.ai)

WTF?!?!?!

Page 50: Startupfest 2017: Kathryn Hume (integrate.ai)

This is not my beautiful wife!

Page 51: Startupfest 2017: Kathryn Hume (integrate.ai)

One of those 240 babies is our story’s hero.

His name is Jean-Sebastian Gagnon.

Page 52: Startupfest 2017: Kathryn Hume (integrate.ai)

Great Aunt Agathe bequeaths her choose your own adventure book collection

Page 53: Startupfest 2017: Kathryn Hume (integrate.ai)

Path we thought

JS chose

Path JS

actually chose!

Page 54: Startupfest 2017: Kathryn Hume (integrate.ai)

JS’s real-life first date with Tania

Page 55: Startupfest 2017: Kathryn Hume (integrate.ai)

Tania inspires JS to read her AI book collection

Page 56: Startupfest 2017: Kathryn Hume (integrate.ai)

JS Gagnon Devotes his Life to Education

Page 57: Startupfest 2017: Kathryn Hume (integrate.ai)

Teaching young kids probability

Page 58: Startupfest 2017: Kathryn Hume (integrate.ai)

Plato Aristotle

Reinstating a classical liberal arts education

Page 59: Startupfest 2017: Kathryn Hume (integrate.ai)

Promoting MOOCs for

skills retraining

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Developments in Language Processing

Traditional NLP N-grams Word Embeddings

Page 64: Startupfest 2017: Kathryn Hume (integrate.ai)

Bolukbasi, Chang, Zou, Saligrama, Kalai, 2016

Man : King :: Woman : Queen

Man : Computer Programmer :: Woman : Homemaker

Black Male : Assaulted :: White Male: Entitled To

Inherent Bias in Word Embeddings

Page 65: Startupfest 2017: Kathryn Hume (integrate.ai)

Bolukbasi, Chang, Zou, Saligrama, Kalai, 2016

Debiasing Without Compromising Utility

Page 66: Startupfest 2017: Kathryn Hume (integrate.ai)

We must live both JS’s lives.

Page 67: Startupfest 2017: Kathryn Hume (integrate.ai)

Let’s choose the adventure that builds

the future we want to live in.

Page 68: Startupfest 2017: Kathryn Hume (integrate.ai)

Thank you

(We’re Hiring!!)

[email protected]

@humekathryn

quamproxime.comwww.integrate.ai

@integrateai