Mining Meaningful Patterns - Konstantin Tretyakovkt.era.ee/lectures/ifiss2014/conclusion.pdf ·...
Transcript of Mining Meaningful Patterns - Konstantin Tretyakovkt.era.ee/lectures/ifiss2014/conclusion.pdf ·...
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Conclusion
IFI Summer School.
June 2014
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Conclusion
IFI Summer School.
June 2014
Statistical Learning Theory,
PAC-theory
Semi-supervised learning,
Active learning,
Reinforcement learning,
Multi-instance learning,
Deep learning
Graphical models,
Neural networks,
Fuzzy sets,
Association rules
Computer vision,
Natural language processing,
Information Retrieval,
Music & Video processing,
Bioinformatics,
Physics,
Robotics,
Finance & Economics,
…
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Where to go next
Books: “The Elements of Statistical Learning” (Hastie & Tibshirani)
“Pattern Recognition and Machine Learning” (Bishop)
“Kernel Methods for Pattern Analysis” (Shawe-Taylor &
Cristianini)
On-line materials:
http://videolectures.net
+ Coursera, Udacity, edX
Tools:
Python, R, RapidMiner, Weka, Matlab, Mathematica, …
IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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Science
IFI Summer School.
June 2014
Observation
Analysis
Generalization
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IFI Summer School.
June 2014
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Why?
IFI Summer School.
June 2014
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Why?
IFI Summer School.
June 2014
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Contemporary Science
IFI Summer School.
June 2014
Observation
Analysis
Generalization
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Contemporary Science
IFI Summer School.
June 2014
Analysis
Generalization
CS & EE
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Contemporary Science
IFI Summer School.
June 2014
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Contemporary Science
IFI Summer School.
June 2014
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Contemporary Science
IFI Summer School.
June 2014
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Contemporary Science
IFI Summer School.
June 2014
Analysis
Generalization
CS & EE
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Contemporary Science
IFI Summer School.
June 2014
Generalization
CS & EE
ML
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Contemporary Science
IFI Summer School.
June 2014
CS & EE
ML
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
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IFI Summer School.
June 2014
Thank You!