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
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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
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
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
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