The Birds & the Bees - Rubyfuza2014

Jun 9, 20141 like310 views

An overview of computational intelligence (AI) paradigms focusing on their practical applications, the joy of programming in metaphors (birds, bees, ants etc). I'll introduce each paradigm in {neural networks, fuzzy systems, artificial immune systems, swarm intelligence and evolutionary computation} but focus on swarm intelligence and go through examples, like, simple data clustering using ants.

The Birds &
The Bees
Simon van Dyk @ Platform45

A friend of mine once asked me
what my research was based on, and
I said, “artiﬁcial intelligence”, only to
receive back a ﬂurry of laughter
since she associated the words
“artiﬁcial intelligence” with aliens.
“
”
– Melissa Donaldson

> deﬁned? CI
=> nil
… where does it fit in?

AI
Strong
AI
Weak
AI
“General”“Specific”
New era AI Old era AI
“CI” “Brute Force”

EC
SI
NN
AIS
FS
Evolutionary Computation
Swarm Intelligence
Fuzzy Systems
Neural Networks
Artificial Immune Systems
CI

Data Clustering
4 128 97
dataset = [d1..d2]
cluster = dataset.select do |d|
d.is_similar_to(cluster.centroid)
end
too large
don’t know this

The Models
User 123
!
data:
interests: {
music: [],
sport: [],
food: [],
tech: [],
}
behaviour:
similar()
!
...

The Models
Ant 456
!
behaviour:
perceive()
act()
move()
!
...

‘Picks’
7min
npr.org
“how ants bury their dead”
!
2min
http://indianapublicmedia.org
“ants and their dead”

Thank you!
@siefi
!
sighmin/birds-and-bees
!
simon@platform45.com
!!
"!
#

Questions?
@siefi
!
sighmin/birds-and-bees
!
simon@platform45.com
!!
"!
#

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The Birds & the Bees - Rubyfuza2014

1. The Birds & The Bees Simon van Dyk @ Platform45

2. A friend of mine once asked me what my research was based on, and I said, “artificial intelligence”, only to receive back a flurry of laughter since she associated the words “artificial intelligence” with aliens. “ ” – Melissa Donaldson

3. AI is misunderstood… …so is CI.

4. > deﬁned? CI => nil … where does it fit in?

5. AI Strong AI Weak AI “General”“Specific” New era AI Old era AI “CI” “Brute Force”

6. EC SI NN AIS FS Evolutionary Computation Swarm Intelligence Fuzzy Systems Neural Networks Artificial Immune Systems CI

7. EC SI NNAIS FS Probability

8. Swarm Intelligence

9. Swallows flock

10. Ants build

11. Ants survive

12. Emergence complexity from simplicity

13. Communication on some channel

14. Ants for data clustering