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Machine Learning / Artificial
Intelligence
OUR FUTURE WITH THE MACHINE

ALEX POON

2/27/2014
ALEX POON

•

VP Engineering @ Outbrain (JUST QUIT)

•

Co-founder of Visual Revenue (Acquired by Outbrain 2013)

•

Love scalable systems, machine learning; Fascinated by Robots

•

Used to build signal intelligence software for Unmanned Aerial Vehicle (UAV)

•

Play Zerg in Starcraft II
ARTIFICIAL INTELLIGENCE
MACHINE LEARNING

INPUT

BLACK BOX

OUTPUT

TRAINING
DATA
ARTIFICIAL INTELLIGENCE
The INTELLIGENCE exhibited by machines or software, and the
branch of computer science that develops machines and software

with INTELLIGENCE.

MACHINE LEARNING
A branch of artificial intelligence, concerns the construction and
study of systems that can LEARN from data

SOURCE WIKIPEDIA
intelligence

REASONING

Human Only

Human +
Data Informed

algorithmic

Human +
Machine Assisted

Machine Only
http://x.ai/2014/01/23/our-future-relationship-with-robots/

manual

ACTION

automatic
intelligence

REASONING

Human Only

Human +
Data Informed

algorithmic

Human +
Machine Assisted

Machine Only
http://x.ai/2014/01/23/our-future-relationship-with-robots/

manual

ACTION

automatic
What about the future?
HUMAN ONLY

MACHINE ONLY
FUTURE: A little bit of both
More Data Sources

Working with Machines

Natural Languages
Now

H Only
H + Data
Informed
H+M
Assisted
M Only

Future

H
Only
H + Data
Informed

H + M Assisted

M Only
Working with Machines
1

INPUT

2

INPUT
Input

3

Input
INPUT

Analyze

Analyze

Analyze

Decide

Decide

Decide
Working with Machines
1

INPUT

2

INPUT
Input

3

Input
INPUT

Analyze

Analyze

Analyze

Decide

Decide

Decide
SUMMARY
•

Strong Machine Learning techniques != Intelligence

•

In the near future, more data, sensors, natural language input

•

Machine and human cooperate to solve complex problems

•

Human judgments can improve algorithms when done right

•

We can partner with machines if we understand them
ALEX POON
alexpoonnyc@gmail.com
@alexpoon06
Excited about Machine Learning, NLP, and Data Engineering?

Look me up!

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Machine Learning and Artificial Intelligence; Our future relationship with the machines