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2 2 Enterprise AI 인공지능 (AI) 을업무에도입하는최적의제안 Taewan Kim Solution Engineer Data & Analytics

3 @2045 Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day AI REVOLUTION VR(Virtual Reality) Drone Insect Robot Autonomous Car A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011

4 @2045 Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day Infra Computing Storage AI REVOLUTION IoT AI A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011

5 @2018 Block Chain IoT AI Cloud Infrastructure

6 @2018 Block Chain IoT AI REVOLUTION Cloud Infrastructure

7 AI 와함께하는일상

8 글로벌트랜드 : 60% 기업 AI 적용및준비중 (1 년기한 ) 배포완료 학습이나계획중 출처 : Ovum ICT Enterprise Insights 2018 Digital assistants Chatbots AI 기반로봇공정자동화 예측분석 퍼셉트론 의사결정 자연어처리

9 인공지능의유형 지도학습선형회귀 / 분류언어번역 비지도학습클러스터링토픽추출 전이학습 학습성능향상 강화학습행위결정 딥러닝이미지인식자율주행자동차

AI @2045 도입? Imagine the endless possibilities to learn from 2.

10 도입? Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day AI REVOLUTION VR(Virtual Reality) Drone Insect Robot Autonomous Car A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011

12 인공지능이어려운이유 (1) 사람과대화하는로봇 수학 알파고 실직 로봇 패턴학습 마케팅용어 사랑 자동화 에이아니겠지 전쟁 알고리즘 두통 스카이넷 인간의뇌 말세 Umbrella Corp. 인류멸망 Copyright 2017, Oracle and/or its affiliates. All rights reserved. Copyright 2017, Oracle and/or its affiliates. All rights reserved. 12

13 인공지능이어려운이유 (1) 사람과대화하는로봇 수학 알파고 실직 로봇 패턴학습 마케팅용어 사랑 자동화 에이아니겠지 전쟁 알고리즘 두통 스카이넷 인간의뇌 말세 Umbrella Corp. 인류멸망 Copyright 2017, Oracle and/or its affiliates. All rights reserved. Copyright 2017, Oracle and/or its affiliates. All rights reserved. 13

16 AI & Machine Learning & Deep Learning AI

17 AI & Machine Learning & Deep Learning AI ML

18 AI & Machine Learning & Deep Learning AI ML DL

19 AI & Machine Learning & Deep Learning AI ML DL

20 AI & Machine Learning & Deep Learning AI ML DL 데이터를이용하여명시적으로정의하지않은패턴을 컴퓨터로학습하여결과를만들어내는학문분야 1959, Arthur Lee Samuel

21 Oracle Cloud AI Enterprise AI

22 Oracle Cloud AI Enterprise AI With Data {Legacy, ERP, Database, Unstructured Data, Streaming, Social }

23 ENTERPRISE AI 데이터레이크 데이터수집 데이터분석 데이터거버넌스

24 Data Repository High Availability Unlimitedness Any Format

25 Data Repository High Availability Unlimitedness Object Storage Any Format

26 Oracle Object Storage 데이터레이크 Big Data Cloud High Availability Unlimitedness ADW Event Hub Cloud Object Storage Any Format OAC DIPC Database Data Hub IaaS VM NoSQL * ADW: Autonomous Data warehouse * DIPC: Data Integration Platform Cloud * OAC: Oracle Analytics Cloud

27 Oracle Object Storage 데이터레이크 BigData Cloud Oracle Cloud Data Lake ADW Event Hub Cloud Object Storage OAC DIPC Database Data Hub IaaS VM NoSQL * ADW: Autonomous Data warehouse * DIPC: Data Integration Platform Cloud * OAC: Oracle Analytics Cloud

28 데이터통합 데이터수집 Multi-Structured Data Producers OLTP & No SQL Data Producers Logs 비정형데이터복제 {Streaming, Batch} 정형데이터동기화 {Streaming, ETL} Application Producers SaaS 통합 Cloud Data Lake

Capture Trail Pump Route Deliver 데이터통합 데이터수집 Apps Layer

Platform: Lambda Architecture Speed Layer Serving Layer

Realtime Replication Data Lake Batch Layer Visualization

29 Capture Trail Pump Route Deliver 데이터통합 데이터수집 Apps Layer Web Crawler Application Event Streaming Oracle Cloud Platform: Lambda Architecture Speed Layer Serving Layer REST Services User Updates Application DBMS Updates Realtime Replication Data Lake Batch Layer Visualization Tools Reporting Tools SSL/HTTPS GG GG Object Storage Data Marts ETL Batch

30 Capture Trail Pump Route Deliver 데이터통합 데이터분석 Apps Layer Web Crawler Application Event Streaming Event Hub Oracle Cloud Platform: Lambda Architecture Speed Layer Serving Layer REST Services User Updates Application DBMS Updates Realtime Replication Data Lake Batch Layer Visualization Tools Reporting Tools SSL/HTTPS GG GG Object Storage Data Marts ETL Batch

31 데이터통합 데이터수집 데이터통합 DIPC Oracle GoldenGate 수집 DIPC Oracle Data Integrator Oracle Event Hub Cloud Data Lake

32 데이터분석 데이터분석 Oracle Big Data Cloud 데이터통합 DIPC Oracle GoldenGate DIPC Oracle Data Integrator 수집 Oracle Autonomous Data Warehouse Oracle Event Hub Oracle Cloud Oracle Analytics Cloud IaaS Computing + GPU

33 ORACLE BIG DATA CLOUD 분석 / 시각화 처리 / 분석 저장 Storage Cloud / HDFS

34 AUTONOMOUS DATA WAREHOUSE: DATA MINING ON ZEPPLINE UI

35 AUTONOMOUS DATA WAREHOUSE: DATA MINING ON ZEPPLINE UI

36 AUTONOMOUS DATA WAREHOUSE: DATA MINING ON ZEPPLINE UI

37 USE CASE: A 사의문제정의 전국에 500여개의문구류소매점을운영하는 A사는상품간의상관관계를파악하여실적개선을희망하고있다. 소매점에서거래전표를웹로그형태로실시간제공할수있다.

38 USE CASE: 상품연관분석 Cloud Data Lake

39 USE CASE: 상품연관분석 BDC 데이터프로세싱파이프라인 Cloud Data Lake Structuring Data Cleaning Data Enrichment Feature Engineering Cloud Data Lake

40 USE CASE: 상품연관분석 Cloud Data Lake

41 Big Data Cloud ADW 데이터분석 기반기술장점분석툴분석영역 Hadoop Eco 섬세한데이터제어대용량데이터병렬처리 Spark MLlib, R, Python, PySpark 데이터전처리, 전문분석, 실시간분석 기반기술장점분석툴분석영역 Data Warehouse RDBMS 기반의병령처리풍부한데이터마이닝 API SQL, PL/SQL 데이터탐색, 전문분석 OAC IaaS + GPU 기반기술 Business Intelligence 기반기술 Deep Learning 장점분석툴분석영역 GUI 기반의데이터전처리, 시각화, 머신러닝프로세스지원 시각화, 전문분석 데이터전처리, 데이터탐색, 전문분석 장점분석툴분석영역 GPU 기반의고속연산 Tensorflow, Pytorch, Caffe2, Keras 딥러닝학습

42 Big Data Cloud ADW 데이터분석 기반기술장점분석툴분석영역 Hadoop Eco 섬세한데이터제어대용량데이터병렬처리 Spark MLlib, R, Python, PySpark 데이터전처리, 전문분석, 실시간분석 기반기술장점분석툴분석영역 Data Warehouse RDBMS 기반의병령처리풍부한데이터마이닝 API SQL, PL/SQL 데이터탐색, 전문분석 OAC IaaS + GPU 기반기술 Business Intelligence 기반기술 Deep Learning 장점분석툴분석영역 GUI 기반의데이터전처리, 시각화, 머신러닝프로세스지원 시각화, 전문분석 데이터전처리, 데이터탐색, 전문분석 장점분석툴분석영역 GPU 기반의고속연산 Tensorflow, Pytorch, Caffe2, Keras 딥러닝학습

43 데이터분석 Case 1 비정형데이터전처리 Spark 데이터탐색시각화전문분석 SQL Case 2 Spark Spark Spark MLLib Case 3 Spark Case 4

44 데이터분석 Case 1 비정형데이터전처리 Spark 데이터탐색시각화전문분석 SQL Case 2 Spark Spark Spark MLLib Case 3 Spark Case 4

45 데이터분석 ADW 적정기술 Enterprise AI OAC BDC Cloud Data Lake IaaS + GPU

46 Oracle Enterprise AI 서비스 Data Lake Components Data Integration Data Processing Analytics & Data Science Streams Process Big Data Batch Index Analytics Events Object Storage Data Warehouse Cloud Infrastructure as a Service Copyright 2017, Oracle and/or its affiliates. All rights reserved. Copyright 2017, Oracle and/or its affiliates. All rights reserved. 46

47 ML Endless Data Representations for Algorithm Repeat

48 ML Endless Data Representations for Algorithm

49 ML Endless Data Representations for Algorithm

50 Oracle Data Catalog Service 데이터거버넌스

51 ENTERPRISE AI 를위한핵심과제 데이터품질 사용편의성 데이터거버닝 연결성 레거시시스템통합

Platform Pipeline and Streams Serverless Data Engine Data Lake Analytics BDC/ BDCS/BDCC Oracle

52 Data Science Cloud Service Data Integration Oracle Data Lake Infrastructure Analytics & AI/ML Data Integration Platform Data Lake Builder 통합 Data Lake Catalog 분석 Big Data Cloud Data Integration Platform Pipeline and Streams Serverless Data Engine Data Lake Analytics BDC/ BDCS/BDCC Oracle Analytics Cloud Data Integration Platform Data Preparation/Quality Oracle Cloud Infrastructure Autonomous Data Warehouse

53 Data Science Cloud Service 데이터탐색데이터분석 / 특성공학 Data Versioning 모델구축 / 학습오픈소스 ML 프레임워크 모델관리모델성능모니터링 / 최적화 Model Versioning Reproducibility Environment Management Code Versioning 모델배포모델을확장가능한 API 로배포 협업 데이터과학자 비지니스관계자 앱개발자 IT 관리자

E2E Enterprise AI Platform Oracle AIA Data Science Cloud Service Oracle Cloud Infrastructure Project Definition Model Development Model Deployment Model Management Oracle Data Lake Oracle AppDev

54 E2E Enterprise AI Platform Oracle AIA Data Science Cloud Service Oracle Cloud Infrastructure Project Definition Model Development Model Deployment Model Management Oracle Data Lake Oracle AppDev Stream Data Integration Catalog Query Oracle Autonomous Database Oracle Analytics Advanced Analytics Copyright 2017, Oracle and/or its affiliates. All rights reserved. Copyright 2017, Oracle and/or its affiliates. All rights reserved. 54

55 오라클클라우드의 Enterprise AI Platform Data Lake Components Data Integration Data Processing Analytics & Data Science Streams Process Big Data Batch Index Analytics Events Object Storage Data Warehouse Cloud Infrastructure as a Service 5

56 오라클클라우드의 Enterprise AI Platform Data Lake Components Data Integration Data Processing Analytics & Data Science Data Science Cloud Service Streams Process Big Data Model Training Cloud AI Infrastructure Project Definition Model Deployment Batch Index Analytics Events Object Storage Data Warehouse Model Development Team Collaboration Cloud Infrastructure as a Service 5

57 Oracle AI 요약 57

58 데이터통합 BDC 수집 ADW Data Lake OAC IaaS+GPU

59 데이터분석 데이터통합 수집 Data Lake BDC ADW Data Catalog Service Model Training Data Science Cloud Service Cloud AI Infrastructure OAC Project Definition Model Deployment IaaS+GPU Model Development Team Collaboration

60 데이터분석 데이터통합 수집 Ent to End BDC Enterprise ADW AI Data Lake Data Catalog Service Model Training Data Science Cloud Service Cloud AI Infrastructure OAC Project Definition Model Deployment 적정기술 IaaS+GPU Model Development Team Collaboration

61 OUR PURPOSE IS TO 오라클 클라우드 사용자 그룹 HELP YOU SUCCEED

62 62

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