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2015.01
Bigdata
Machine Learning Platform
BICubeTM
BICubeTM
http:www.bicube.co.kr
2BICubeTM
Bigdata Machine Learning Platform
Sqoop Flume
HDFS (Hadoop Distributed File System)
Zookeeper
Yarn
(2.0)
MapReduce
Hive
Pig
Mahout
Mashup
RDB
Preprocess Classify Cluster Associate Visual
BICube
RDB Mashup SNS Crawler
Authentication
CubeManager
Log Crawler
Machine Learning Engine
Spark
Spark
SQL
Spark
Stream GraphXML
Storm Kafka Akka
BioinfoManipul
Mesos
BICubeTM
Architecture
3BICubeTM
Bigdata Machine Learning Platform
•MultiLinearRegression, KoreanMorpheme
•Logistic Regression, SVM, Adaboost, Neural Network
•RandomForest, NaiveBayssian, Timeseries Analysis
•Kmeans, LDA, HMM, PCA, SVD, CRF, TDA
•Covariance, Correlation, ROC, LSA, EigenFace Image
•CF Recommender, ConfusionMatrix, AUC
•Bagging, Wagging, ArcX4,LogitBoost,ModestAdaboost
•SAMME,BinaryClibration, IsonicCalibration...
•Discriminant Adaptive Nearist Neighbor
•Hierachical agglomerative clustering
•Kernel Recursive Least Square,Radial Base Network
•Local scaled density base clustering, EMGaussianMixture
•Sequential minimum optimization,Dual coordinate Descent
•T-Test, F-Test, G-Test, Chi-square-Test Anova etc….
BICubeTM
Algorithms
4BICubeTM
Bigdata Machine Learning Platform
Document-Topic Matirx ViewerDocument-Topic Matirx Viewer
Latent Dirichlet Allocation on Hadoop
5BICubeTM
Bigdata Machine Learning Platform
Word-Topic Matirx ViewerWord-Topic Matirx Viewer
Latent Dirichlet Allocation on Hadoop
6BICubeTM
Bigdata Machine Learning Platform
Document Similarity Visualization
7BICubeTM
Bigdata Machine Learning Platform
Document Similarity Matrix
8BICubeTM
Bigdata Machine Learning Platform
Word Cloud from SNS
9BICubeTM
Bigdata Machine Learning Platform
Ontology from Unstructured Document
10BICubeTM
Bigdata Machine Learning Platform
Confusion Matrix for Accuracy Maesure
11BICubeTM
Bigdata Machine Learning Platform
Latent Semantic Visualization
12BICubeTM
Bigdata Machine Learning Platform
Latent Semantic Visualization
13BICubeTM
Bigdata Machine Learning Platform
3D Visualization on GPU3D Visualization on GPU
Unstructured Document Clustering
14BICubeTM
Bigdata Machine Learning Platform
Association Rule from MBA
15BICubeTM
Bigdata Machine Learning Platform
Computer Vision on Hadoop
Image Analysis from Hadoop
16BICubeTM
Bigdata Machine Learning Platform
Face Recognition from Hadoop
17BICubeTM
Bigdata Machine Learning Platform
OLAP Analysis from Data Warehouse
18BICubeTM
Bigdata Machine Learning Platform
GEO Analysis for location data
19BICubeTM
Bigdata Machine Learning Platform
PDF Parser on Hadoop HDFS
20BICubeTM
Bigdata Machine Learning Platform
Trade Market Prediction
Recurrent Neural Network
Feedfoward Neural Network(Elman)
Counterpropagation Neural Network
Hopfield Neural Network
Boltzman Neural Network
Neat Neural Network
Som Neural Network
Art 1 Neural Network
Bam Neural Network
Adaline Neural Network
Stock Market Analysis using ANN
21BICubeTM
Bigdata Machine Learning Platform
Log Analizer for machine data
22BICubeTM
Bigdata Machine Learning Platform
Mash-up data from multi-datasource
23BICubeTM
Bigdata Machine Learning Platform
Data Visualization
24BICubeTM
Bigdata Machine Learning Platform
Data Visualization
25BICubeTM
Bigdata Machine Learning Platform
Parallel cordinate & Facet Analysis
26BICubeTM
Bigdata Machine Learning Platform
PointCloud on GPU for Topological Data AnalysisPointCloud on GPU for Topological Data Analysis
3D Point Cloud for TDA
27BICubeTM
Bigdata Machine Learning Platform
Module Manager Add components by yourself–
Module Manager by DIY type
28BICubeTM
Bigdata Machine Learning Platform
Process Manager- Process UI Design Manager
UI Manager by DIY type
BICubeTM
Thank You
BICubeTM
http:www.bicube.co.kr
daengky@bicube.co.kr

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