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

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The difference between Machine Learning and Artificial Intelligence. A discussion on the various future scenarios of working with Big Data and how human can compliment machines to solve more complex challenges

Tecnologia

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

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

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

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

1. Machine Learning / Artificial Intelligence OUR FUTURE WITH THE MACHINE ALEX POON 2/27/2014

2. 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

3. ARTIFICIAL INTELLIGENCE

4. MACHINE LEARNING INPUT BLACK BOX OUTPUT TRAINING DATA

5. 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

6. 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

7. 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

8. What about the future? HUMAN ONLY MACHINE ONLY

9. 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

10. Working with Machines 1 INPUT 2 INPUT Input 3 Input INPUT Analyze Analyze Analyze Decide Decide Decide

11. Working with Machines 1 INPUT 2 INPUT Input 3 Input INPUT Analyze Analyze Analyze Decide Decide Decide

12. 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

13. ALEX POON alexpoonnyc@gmail.com @alexpoon06 Excited about Machine Learning, NLP, and Data Engineering? Look me up!

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

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