Machine Learning Meetup Introduce Bigdata Analysis Group Bigdata Intelligence Platform
Machine Learning Meetup
Introduce
Bigdata Analysis Group
Bigdata Intelligence Platform
Bigdata Intelligence Platform Machine Learning Meetup
()
2013-2014 () .
Bigdata Intelligence Platform Machine Learning Meetup
1
:2014 10 24 : . 1: : , ,
()
DMC Device Healthcare & sensing lab ()
2: :
Bigdata Intelligence Platform Machine Learning Meetup
2
:2014 11 21 : . 1: (TDA:Topological Data Analysis) :
2: (TRIZ) :
LG
Bigdata Intelligence Platform Machine Learning Meetup
3
:2014 12 19 : . 1: : LG KB ICT 2: (SIFT)
: LG
Bigdata Intelligence Platform Machine Learning Meetup
4
:2015 1 19 : 1: :
2: : 3: ( )
: KB
SKC&C
Bigdata Intelligence Platform Machine Learning Meetup
Paradigm Shift
Bigdata Intelligence Platform Machine Learning Meetup
20 -
2030 20 -
Bigdata Intelligence Platform Machine Learning Meetup
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Bigdata Intelligence Platform Machine Learning Meetup
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Bigdata Intelligence Platform Machine Learning Meetup
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. ...
Bigdata Intelligence Platform Machine Learning Meetup
1. (Transitionists) 2. (Expensionists)3. (Mazimizers) 4. (Optimizers5. (Inflectionists)6. (Dismantlers) 7. (Feedback Loopers) 8. (Backlashers)9. (Last Milers)10 . (Contexualists)11 . (Ethicists) 12 . (Philosophers) 13. (Theorists) 14. (Legacists) "2045"
Bigdata Intelligence Platform Machine Learning Meetup
Bigdata Intelligence Platform Machine Learning Meetup
?
Bigdata Intelligence Platform Machine Learning Meetup
Bigdata Intelligence Platform Machine Learning Meetup
(Machine Learning) ?
Data Human Computer
.
Bigdata Intelligence Platform Machine Learning Meetup
Data ....
(Machine) + Learning () () . Teach computer how to learn from data
Data .
Bigdata Intelligence Platform Machine Learning Meetup
Data
Model
Bigdata Intelligence Platform Machine Learning Meetup
(Machine Learning)
Supervised learning : Data (Category, Labeled) ex: spam mail
Unsupervised : Data SNS, Twitter
Semi-supervised learning : + Reinforcement learning :
Evolutionary learning : Meta Learning : Landmark of data for classifier
Bigdata Intelligence Platform Machine Learning Meetup
Machine Learning Model . .
(Training Data)
Learning Algorithms Predictive Model
(Actual Data)
Forecast Prediction ClassificationClusteringProactive
Optical character recognition Face detection Spam filtering Topic spotting Spoken language understanding Medical diagnosis Customer segmentation Fraud detection Weather prediction
SupervisedUnsupervisedSemi-supervised
StructuredUnstructuredSemi-structured
Example Data
Bigdata Intelligence Platform Machine Learning Meetup
Netwrok?
Neural Network : ex: Deep Learning
Bayesian Netwrok (DAG: Directed Acyclic Graph)
Markov Network
Bigdata Intelligence Platform Machine Learning Meetup
Perceptron Deep Learning
x1
x3
x2
w3w2
w1o
Neural Network
Bigdata Intelligence Platform Machine Learning Meetup
Markov Network Bayesian Netwrok
Bigdata Intelligence Platform Machine Learning Meetup
Hypothesis : h(x)=ax+b
k= 1
n
(h (xk )y k )2
h (x )= 0+ 1x
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
Hypothesis : h(x)=ax+b
J ( )=k= 1
n
(h (xk )yk )2
J (0,1 )=12m
i= 0
m
(0+ 1x iy i )2
Minimize:
h (x )=0+ 1 x
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
J (0,1 )=12m
i= 0
m
(0+ 1x iy i )2
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
Hypothesis : h (x )= 0+ 1x
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
Hypothesis : h (x )= 0+ 1x
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
= (X T X )I XT y
Y= 0+ 1X
0=Y 1X
1=i= 1
m
(x ix ) (y iy )
i= 1
m
(x ix )2
.....
Linear Regression
Bigdata Intelligence Platform Machine Learning Meetup
?
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(catalytic technology): . .
Bigdata Intelligence Platform Machine Learning Meetup
Thank you !.
Questions?
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