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Artificial Intelligence IS PROGRAMMING IN 2014
BTW, this is the most important slide, so now relax :)
program a learning ability
protocols, GUIs numbers, pictures heuristics optimization, learning debugging training & testing information data
[after discussion with Rudolf Jaksa (my colleague)]
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
PROGRAMMING A Learning Ability
can you imagine manually programming all this movements?
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Video to watch http://goo.gl/VUyOP1
Key point:I have not programmed all the movements of the robots. Not even one. The dance evolved (using genetic algorithm).
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
“The Star Trek computer doesn't seem that interesting. They ask it random questions, it thinks for a while. I think we can do better than that.”
Business Week, May 3, 2004
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Center For Intelligent TEchnologiesDpt. Cybernetics & Artificial Intelligence
Faculty of Electrical Engineering & InformaticsTechnical University of Kosice
home, sweet home
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent TechnologiesMaria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
advanced Human-Robot Interactionlearning from demonstrationlearning from experience
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence & ROBOTS
nonlinear controlobject recognition + tracking
phu, tough problems
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Google's Robotic Army
Illustration by Paul Lachine
To read http://gizmodo.com/a-humans-guide-to-googles-many-robots-1509799897http://www.popsci.com/article/technology/why-google-building-robot-army
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
RObotics & Google Video to watchhttp://goo.gl/HuIv7h
If Meka is providing the foundations for the top half of Google's robot, Schaft may offer the bottom. Source: http://www.theguardian.com/technology/2014/feb/10/robots-artificialintelligenceai
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
RObotics & GoogleVideos to watchhttp://goo.gl/MK2yMzhttp://goo.gl/JURvDl
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
RObotics & GoogleAmbient intelligence
https://www.udacity.com/course/cs373
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
"There is no reason anyone would want a computer in their home."Ken Olsen, founder of Digital Equipment Corporation, 1977
Don’t be a hater!
what do you think about robots?
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
ROBOTICS & MAria
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Robot is Software. Or, is it Hardware? Is it PC with legs?
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Human is more the behaviour of person then its flesh.
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
“Google is not really a search company. It’s a machine-learning company.
Matthew Zeiler, wired.com/2014/07/google_brain/
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
‘Research happens across all of Google, and affects everything we do’
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
PERFECT PERSONAL ASSISTANT
What the heck!
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Perception(Recognition )
RESPONSE
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Perfect Personal Assistant???
so, what´s the difference between Charlie´s assistant and https://www.youtube.com/watch?v=n_1apYo6-Ow
the assistant in the HER movie?https://www.youtube.com/watch?v=ne6p6MfLBxc
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Perception(Recognition )
RESPONSE
Why I have to learn?
LEARNING
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
goal of AI -----> intelligent robot
robot -----> image + sound + data processing
learning -----> intelligent
robotics software -----> very complex
Robotics + Artificial Intelligence by r.jaksa
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
~1940 ~1940 ~1950
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
~1980
phuuu… a hipster PC
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
I can …solve mathematical problems, Diagnose Disease, Play Chess ...
We Can …tIe shoelacesunderstand the Commonsense language,Describe Pictures ...
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Why I have to learn?
“and when it comes to these TOUGH Questions OF CReating the Mind, Philosophers are Useful, but I’m putting my money on the Engineers ...”
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many things. The Computational Intelligence covers following:
Evolutionary Computation Fuzzy Systems Neural Networks
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
Evolutionary Computation
1. initial population
2. evaluate
3. repeat
i. best-fit individuals for reproduction - parents
ii. crossover and mutation
iii. evaluate
iv. replace
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
Evolutionary Computation
Traveling salesman problemhttps://www.youtube.com/watch?v=bUEOuI2fK-M
Stability of the robothttps://www.youtube.com/watch?v=mTMhhQnxHm4
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
Evolutionary Computation Painting Mona Lisa :)
https://www.youtube.com/watch?v=TManzvC9pi8
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
Fuzzy Systems/Fuzzy Reasoning
(Here I told my personal story ..).
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
Neural Networks
Robot is able to track sound with the simplest neural network!https://www.youtube.com/watch?v=jeS3lFqK3C0
Simple object recognitionhttps://www.youtube.com/watch?v=cXv3QqvTvlI
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence … many bio-inspired things
IEC + NN + Fuzzy are often used together, then we call it Hybrid Systems (if they use 2 of them or all of them)
Learn to walk (IEC + NN)https://www.youtube.com/watch?v=xcIBoPuNIiw
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Neural Networks … bio-inspired ---> brain but..!
figures: OolutionTech
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Neural Networks are NOT Brains :)
power is in connecting layers
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
TRAINING & TESTING
building a training set
Dogs are strange creatures.
https://www.youtube.com/watch?v=JpbU7ZGaij8
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Neural Networks can do that too!
The Principal Activities of Brains are Making Changes in Themselves. [M. Minsky]
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Perceptron (1964!)
Self-Organizing Maps (Kohonen)
BackPropagation
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Web Search
Speech Recognition
Object Recognition
Language Translation
Self-driving Cars
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
By Tom Simonite on November 18, 2014, MIT Technology Reviewhttp://www.technologyreview.com/
“Google’s Brain-Inspired Software Describes What It Sees in Complex Images”
deep learning for combination of natural language processing and object recognition
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence IN 2014: Challenges
Help us to improve.
deep learning - image recognitionnoisy environment speechbig data - data fusion / aggregationpartner-like interactionemotions (affective, social, kansei)
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence as a Service
Google example CIT example
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
who to follow or at least, google :)Peter Norvig
Ray Kurzweil
Sebastian Thrun
kurzweilai.netresearch.google.com
http://people.idsia.ch/~juergen/
Maria Vircikova: The StarTrek Computer doesn’t seem so interesting… on Intelligent Technology CIT - Center for Intelligent Technologies
Artificial Intelligence IS PROGRAMMING IN 2014
programming to learn
protocols, GUIs numbers, pictures heuristics optimization, learning debugging training & testing information data
let’s go …. party, party
together