아래 순서대로 보면 좋다

[1] medium.com/analytics-vidhya/keras-model-sequential-api-vs-functional-api-fc1439a6fb10

[2] machinelearningknowledge.ai/beginnerss-guide-to-keras-models-api-sequential-model-functional-api-and-model-subclassing/

[3] towardsdatascience.com/3-ways-to-create-a-machine-learning-model-with-keras-and-tensorflow-2-0-de09323af4d3

 

 

 

 

 

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Posted by uniqueone
,
https://kr.mathworks.com/help/images/ref/projective2d.transformpointsforward.html

https://kr.mathworks.com/help/images/ref/tformfwd.html

 

http://web.mit.edu/emeyers/www/warping/warp.html

 

https://gist.github.com/jack06215/b8af25d366bf4c2307f2

 

https://kr.mathworks.com/help/images/ref/projective2d-class.html

 

https://kr.mathworks.com/discovery/affine-transformation.html

https://kr.mathworks.com/matlabcentral/answers/134447-how-to-find-the-location-of-transformed-points-after-imwarp-transforming-isosceles-trapezoid-to-re

 

https://kr.mathworks.com/matlabcentral/answers/69442-stretch-quadrilateral-roi-to-pre-definded-rectangle-size

https://stackoverflow.com/questions/30437467/how-imwarp-transfer-points-in-matlab

 

http://www.openu.ac.il/home/hassner/projects/cnn_agegender/

https://github.com/GilLevi/AgeGenderDeepLearning/issues/1

http://www.openu.ac.il/home/hassner/Adience/EidingerEnbarHassner_tifs.pdf

 

https://kr.mathworks.com/matlabcentral/answers/168461-help-with-imwarp-and-affine2d

 

https://kr.mathworks.com/help/images/ref/imtransform.html

https://stackoverflow.com/questions/25205635/how-to-register-face-by-landmark-points

https://stackoverflow.com/questions/18925181/procrustes-analysis-with-numpy

 

https://stackoverflow.com/questions/20242826/matlab-face-alignment-code

 

http://www.cse.wustl.edu/~taoju/cse554/lectures/lect07_Alignment.pdf

https://kr.mathworks.com/help/images/ref/fitgeotrans.html

https://kr.mathworks.com/help/images/ref/imregtform.html

https://kr.mathworks.com/help/images/ref/imtransform.html

 

https://cmusatyalab.github.io/openface/

http://elijah.cs.cmu.edu/DOCS/CMU-CS-16-118.pdf

https://kr.mathworks.com/matlabcentral/fileexchange/3025-affine-transformation

https://kr.mathworks.com/matlabcentral/fileexchange/4364-procrustes-problem

https://kr.mathworks.com/matlabcentral/answers/79711-compute-rotation-angle-from-procrustes-rotation-matrix

https://www.mathworks.com/examples/matlab/community/20690-procrustes-shape-analysis

https://kr.mathworks.com/matlabcentral/newsreader/view_thread/311960

http://kr.mathworks.com/help/stats/procrustes.html

https://cmusatyalab.github.io/openface/

http://what-when-how.com/face-recognition/face-alignment-models-face-image-modeling-and-representation-face-recognition-part-1/

https://kr.mathworks.com/matlabcentral/answers/287058-face-normalisation-using-affine-transform

 

https://kr.mathworks.com/matlabcentral/fileexchange/35106-the-phd-face-recognition-toolbox?focused=5217480&tab=function

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

skin detection

ref_sites 2017. 3. 29. 10:44
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,

http://techdaddy.tistory.com/12

파이참 설치 및 사용법법

http://goodtogreate.tistory.com/entry/IPython-Notebook-%EC%84%A4%EC%B9%98%EB%B0%A9%EB%B2%95

Jupyter 서버 설치 및 실행법


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https://www.mathworks.com/matlabcentral/fileexchange/21318-roc-curves-and-area-under-of-them

 

https://www.mathworks.com/matlabcentral/fileexchange/19950-rocout=roc-varargin-

 

 

https://www.mathworks.com/matlabcentral/fileexchange/22641--au-roc-ch-

 

 

http://gim.unmc.edu/dxtests/roc1.htm

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

https://search.naver.com/search.naver?where=post&sm=tab_pge&query=mssql%20%ED%85%8C%EC%9D%B4%EB%B8%94%20%EC%88%98%EC%A0%95&st=sim&date_option=0&date_from=&date_to=&dup_remove=1&post_blogurl=&post_blogurl_without=&srchby=all&nso=&ie=utf8&start=11

 

http://blog.naver.com/w_river/220751691872

 

http://121202.tistory.com/25

 

 

http://blog.naver.com/jeuni88/220829318494

 

http://blog.naver.com/chsmanager/140202448192

 

http://blog.naver.com/whdals0/110137411855

 

 

http://blog.naver.com/geeyoming/220616783741

 

 

http://hongsi1991.tistory.com/46

 

http://ggmouse.tistory.com/123

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

모든 컬럼을 수정할 경우 아래와 같이 SQL에 써야한다

 

  SELECT * FROM [corekdc].[dbo].[crf_doc_report]

 

*를 쓰지 않으면 선택한 컬럼만 나온다

  SELECT FROM [corekdc].[dbo].[crf_doc_report]

 

 

http://hohonuuli.blogspot.kr/2014/10/jdbc-and-matlab-simple-example.html

 

 

http://www.w3schools.com/sql/sql_insert.asp

 

 

 

http://blog.naver.com/w_river/220751691872

 

http://121202.tistory.com/25

 

http://blog.naver.com/jeuni88/220829318494

 

http://blog.naver.com/chsmanager/140202448192

 

http://blog.naver.com/whdals0/110137411855

 

http://blog.naver.com/geeyoming/220616783741

 

http://hongsi1991.tistory.com/46

 

http://ggmouse.tistory.com/123

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

Running MATLAB function from Java

 

http://stackoverflow.com/questions/1607933/running-matlab-function-from-java

 

http://www.mathworks.com/help/matlab/matlab_external/java-example-source-code.html

 

https://code.google.com/archive/p/matlabcontrol/

 

 

http://www.mathworks.com/help/matlab/matlab_external/java-example-source-code.html

 

http://www.mathworks.com/help/matlab/matlab_external/setup-environment.html

 

 

http://stackoverflow.com/questions/40119552/error-undefined-function-or-variable-java-in-matlab

 

 

https://www.mathworks.com/help/compiler_sdk/gs/create-a-net-application-with-matlab-code.html

 

 

 

 

 

Support Package Installer can't connect to Mathworks - any ideas?

matlab설치 시 연결안된다고 할때 대처법

 

https://www.mathworks.com/matlabcentral/answers/182042-support-package-installer-can-t-connect-to-mathworks-any-ideas

 

 

 

 

 

 

 

 

Posted by uniqueone
,
https://www.quora.com/In-classification-how-do-you-handle-an-unbalanced-training-set

 

http://machinelearningmastery.com/tactics-to-combat-imbalanced-classes-in-your-machine-learning-dataset/

 

 

https://www.analyticsvidhya.com/blog/2016/03/practical-guide-deal-imbalanced-classification-problems/

 

 

https://www.mathworks.com/help/stats/testcholdout.html#bup0ygs-1

 

 

https://www.mathworks.com/matlabcentral/fileexchange/50120-using-weka-in-matlab

 

https://mlr-org.github.io/mlr-tutorial/release/html/cost_sensitive_classif/index.html

 

https://www.mathworks.com/help/stats/compactclassificationsvm.compareholdout.html

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

 

https://kr.mathworks.com/matlabcentral/fileexchange/54297-radially-averaged-surface-roughness-topography-power-spectrum--psd-

 

 

https://kr.mathworks.com/help/images/texture-analysis.html

 

 

 

https://www.mathworks.com/matlabcentral/answers/81133-how-to-calculate-contrast-per-pixel-cpp-of-an-image

 

kernel = [-1, -1, -1, -1, 8, -1, -1, -1]/8;
diffImage = conv2(double(grayImage), kernel, 'same');
cpp = mean2(diffImage);

 

 

 

https://www.mathworks.com/matlabcentral/fileexchange/42904-imoverlay

 

 

http://dismac.dii.unipg.it/glcm/code/GraycoProps.m

 

 

https://www.mathworks.com/help/images/ref/graycoprops.html

 

 

https://github.com/edfreeburg/MATLAB-roughness-image-analysis/blob/master/texture_start.m

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

Google 'matlab image overlay color'로 검색

 

https://www.mathworks.com/matlabcentral/fileexchange/42904-imoverlay

 

 

 

http://www.mathworks.com/matlabcentral/fileexchange/27170-gui-for-calculating-1st-and-2nd-order-statistics-from-images

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,
http://stackoverflow.com/questions/32334777/lasso-regression-in-matlab

 

 

http://stats.stackexchange.com/questions/68562/what-does-it-mean-if-all-the-coefficient-estimates-in-a-lasso-regression-converg

 

 

 

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https://pemrogramanmatlab.wordpress.com/2015/08/11/texture-analysis-gray-level-co-occurrence-matrix-glcm-gui-matlab/

 

https://pemrogramanmatlab.wordpress.com/source-code-gui-matlab-download/

 

https://drive.google.com/file/d/0B635IdqVwAjUQzJ4MmkyOU9MaDQ/view

 

 

https://www.mathworks.com/help/images/ref/graycomatrix.html

 

 

https://www.researchgate.net/post/how_to_calculate_Energy_entropy_correlation_using_GLCM

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
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https://www.cs.virginia.edu/~whitehouse/matlab/JavaMatlab.html

 

http://www.mathworks.com/help/matlab/matlab_external/java-example-source-code.html

 

 

http://www.mathworks.com/help/matlab/matlab-engine-api-for-java.html

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Posted by uniqueone
,

http://stackoverflow.com/questions/31269922/tune-parameters-with-nested-svm-in-matlab

 

https://www.researchgate.net/post/How_can_I_tune_a_SVM_classifier_in_Matlab

 

 

https://classes.soe.ucsc.edu/cmps242/Fall09/proj/RitaMcCueReport.pdf

 

http://fastml.com/optimizing-hyperparams-with-hyperopt/

 

 

http://www.cs.cornell.edu/~kilian/research/styled-3/hyperparameters.html

 

 

http://www.mathworks.com/help/releases/R2013a/stats/support-vector-machines-svm.html#bsr5o1q

 

 

 

https://www.mathworks.com/help/stats/compactclassificationensemble.loss.html

 

https://www.mathworks.com/matlabcentral/answers/301213-what-is-box-constraint-in-svmtrain-fucntion

 

 

http://openclassroom.stanford.edu/MainFolder/DocumentPage.php?course=MachineLearning&doc=exercises/ex8/ex8.html

 

https://www.quora.com/What-are-C-and-gamma-with-regards-to-a-support-vector-machine

 

 

 

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Posted by uniqueone
,

 

https://www.youtube.com/watch?v=-9XyUr2F9dU

 

 

https://gettocode.com/2016/12/02/keras-on-theano-and-tensorflow-on-windows-and-linux/

 

 

https://www.youtube.com/watch?v=r7-WPbx8VuY&feature=youtu.be

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

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20161215_svm parameter optimization matlab  (0) 2016.12.15
Posted by uniqueone
,

구글에서 'matlab parameter tuning'로 검색하여

 

http://stackoverflow.com/questions/31269922/tune-parameters-with-nested-svm-in-matlab

 

https://www.researchgate.net/post/How_can_I_tune_a_SVM_classifier_in_Matlab

 

http://fastml.com/optimizing-hyperparams-with-hyperopt/

 

http://www.cs.cornell.edu/~kilian/research/styled-3/hyperparameters.html

 

https://github.com/JasperSnoek/spearmint

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

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Posted by uniqueone
,

https://www.mathworks.com/help/stats/normal-distribution.html

 

 

https://www.mathworks.com/help/matlab/ref/colorbar.html

 

http://matlab.izmiran.ru/help/techdoc/ref/colorbar.html

 

http://stackoverflow.com/questions/5940982/common-colorbar-for-scatter-plots-in-matlab-with-small-numbers

 

 

http://stackoverflow.com/questions/16064451/reposition-colorbar-or-subplots

 

http://research.jisao.washington.edu/computer_helps/MATLAB_graphics.html#item16

 

 

https://www.mathworks.com/matlabcentral/newsreader/view_thread/1538

 

 

http://stackoverflow.com/questions/16763440/how-to-plot-save-only-the-colorbar-in-matlab

 

 

 

 

 

Posted by uniqueone
,
google find  "svm parameter optimization matlab"

 

 

 

 

 

 

http://www.mathworks.com/help/releases/R2013a/stats/support-vector-machines-svm.html#bsr5o1q

 

https://www.mathworks.com/matlabcentral/answers/63535-using-fminsearch-to-optimize-svm-parameters

 

https://www.mathworks.com/matlabcentral/answers/124635-finding-best-parameters-of-svm

 

 

https://www.mathworks.com/matlabcentral/answers/78466-how-to-customize-svm-kernel-parameters-in-matlab?s_tid=answers_rc1-2_p2_MLT

 

 

https://www.researchgate.net/post/How_can_I_tune_a_SVM_classifier_in_Matlab

 

 

 

 

 

 

 

google image find "cross validation parameter tuning"

 

http://online.cambridgecoding.com/notebooks/cca_admin/scanning-hyperspace-how-to-tune-machine-learning-models

 

http://online.cambridgecoding.com/notebooks/cca_admin/misleading-modelling-overfitting-crossvalidation-and-the-biasvariance-tradeoff

 

 

https://www.facebook.com/search/top/?init=quick&q=%EC%B0%B8%EA%B3%A0%EB%A1%9C%20ML%20%EB%B6%84%EC%95%BC%EB%8A%94%20%EA%B1%B0%EC%9D%98%20%EC%B4%88%EC%8B%AC%EC%9E%90%20%EC%88%98%EC%A4%80%EC%9E%85%EB%8B%88%EB%8B%A4&tas=0.9154726614105413

 

 

 

 

 

 

 

 

Posted by uniqueone
,

http://www.zmescience.com/medicine/genetic/dna-predict-face-voice-craig-venter-0432453/

 

https://www.sciencenews.org/article/can-dna-predict-face

 

https://www.sciencedaily.com/releases/2016/08/160825151603.htm

Posted by uniqueone
,

 

 

https://www.technologyreview.com/s/602955/neural-network-learns-to-identify-criminals-by-their-faces/

 

Neural Network Learns to Identify Criminals by Their Faces

Posted by uniqueone
,

자가건강수준 리뷰어들

http://www.cs.brandeis.edu/~hong/index.html

https://www.cmpe.boun.edu.tr/~salah/

 

리뷰어2가 추천한 face alignment논문

https://courses.cs.washington.edu/courses/cse590v/13au/intraface.pdf

 

 

Perform parameter estimation matlab

https://www.mathworks.com/help/simbio/ref/sbioparamestim.html

 

 

 

 

 

Posted by uniqueone
,

유튜브에 있는 한국어로 된 머신 러닝, 딥 러닝, 텐서플로 강의 링크를 모아봤습니다. 공부하는 것만으로도 시간이 많이 소요되는데, 다른 분들을 위해 영상까지 제작해주신 분들 모두 감사합니다!

- Sung Kim 교수님(홍콩과기대) 채널
https://www.youtube.com/user.../hunkims

- Chanwoo Lee님 채널
https://www.youtube.com/channel/UCRyIQSBvSybbaNY_JCyg_vA

- 홍정모 교수님(동국대) 채널
https://www.youtube.com/channel/UCg6IlhycdYiK_nWB3spjIqA

- KAIST 응용인공지능연구실 채널 (문일철 교수님)
https://www.youtube.com/channel/UC9caTTXVw19PtY07es58NDg

- 서울대학교 대학원 머신러닝 스터디 플레이리스트
https://www.youtube.com/playlist…

- Heesuk Son님(KAIST) 플레이리스트
https://www.youtube.com/playlist…

Posted by uniqueone
,

20161028_roc_curve

ref_sites 2016. 10. 28. 10:08

https://github.com/yaoliUoA/evalsaliency

 

https://github.com/lipiji/PG_Curve

 

https://github.com/brian-lau/MatlabAUC

 

 

 

 

 

https://www.mathworks.com/help/stats/generalizedlinearmodel.predict.html

 

 

https://kr.mathworks.com/help/stats/perfcurve.html

 

 

https://www.mathworks.com/help/stats/fitglm.html

 

 

https://www.mathworks.com/matlabcentral/newsreader/view_thread/237941

 

 

https://www.mathworks.com/help/stats/compactlinearmodel.feval.html

 

 

https://www.mathworks.com/help/stats/compactlinearmodel.predict.html

 

http://stackoverflow.com/questions/29014170/matlabs-glmfit-vs-fitglm/33360214#33360214

 

 

https://www.mathworks.com/help/stats/generalizedlinearmodel-class.html

 

 

https://www.mathworks.com/help/stats/examples/nonlinear-logistic-regression.html

 

 

https://opanichev.wordpress.com/2014/11/14/machine-learning-matlab-classification-examples/

 

 

http://kr.mathworks.com/help/stats/support-vector-machine-classification.html

 

 

http://kr.mathworks.com/help/stats/classification-trees.html

 

 

http://stackoverflow.com/questions/36965691/analysis-of-regression-algorithms-on-matlab-environment

 

https://kr.mathworks.com/matlabcentral/newsreader/view_thread/331288

 

https://esc.fnwi.uva.nl/thesis/centraal/files/f993098462.pdf

 

http://alexandria.tue.nl/extra2/afstversl/tm/Visser_2016.pdf

 

 

http://stackoverflow.com/questions/23696609/what-are-the-matlab-perfcurve-roc-curve-parameters

 

 

 

https://kr.mathworks.com/matlabcentral/newsreader/view_thread/280351

 

 

Posted by uniqueone
,