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2018 Oracle Impact 발표자료: Oracle Enterprise AI
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2018. 09. 06에 오라클 Impact 세미나에서 발표한 발표 자료입니다. Oracle Cloud가 준비하는 AI의 준비 현황과 발전 방향을 소개합니다.
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2018 Oracle Impact 발표자료: Oracle Enterprise AI
1.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | 1 Enterprise AI 인공지능(AI)을 업무에 도입하는 최적의
제안 Taewan Kim Solution Engineer Data & Analytics
2.
AI REVOLUTION Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011 @2045 VR(Virtual Reality) Drone Insect Robot Autonomous Car
3.
AI REVOLUTION Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011 AIIoTInfraComputing Storage @2045
4.
AIIoTBlock Chain Cloud Infrastructure @2018
5.
AI REVOLUTION IoTBlock Chain Cloud Infrastructure @2018
6.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI와 함께하는 일상
7.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 글로벌 트랜드: 60%
기업 AI 적용 및 준비 중 (1년기한) 출처: Ovum ICT Enterprise Insights 2018 의사 결정 예측 분석 Digital assistants Chatbots 자연어 처리 퍼셉트론 AI 기반 로봇 공정 자동화 배포 완료 학습이나 계획 중
8.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 선형 회귀/분류 언어 번역 지도학습 클러스터링 토픽추출 비지도학습 학습
성능 향상 전이학습 행위 결정 강화학습 이미지 인식 자율주행 자동차 딥러닝 인공지능의 유형
9.
AI REVOLUTION Imagine the endless possibilities to learn from 2.5 quintillion bytes of data generated every day A convergence of algorithmic advances, data availability and increases in power computing and storage has propelled AI from hype to reality 2011 @2045 VR(Virtual Reality) Drone Insect Robot Autonomous Car AI 도입?
10.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 10Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. 인공지능이 어려운 이유 (1)
11.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 11Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. 인공지능이 어려운 이유 (1) 알파고 패턴학습 자동화 수학 알고리즘 인간의 뇌 사람과 대화하는 로봇 전쟁 로봇 사랑 스카이넷 Umbrella Corp. 인류 멸망 실직 말세 마케팅 용어 에이 아니겠지 두통
12.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 12Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. 인공지능이 어려운 이유 (1) 알파고 패턴학습 자동화 수학 알고리즘 인간의 뇌 사람과 대화하는 로봇 전쟁 로봇 사랑 스카이넷 Umbrella Corp. 인류 멸망 실직 말세 마케팅 용어 에이 아니겠지 두통
13.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 13Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. 인공지능이 어려운 이유 (1) 인공지능에 대한 이미지
14.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 14Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. 발전 & 합의와 오픈소스 인공지능이 어려운 이유 (2)
15.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI & Machine Learning & Deep Learning AI
16.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI & Machine Learning & Deep Learning AI ⊃ ML
17.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI & Machine Learning & Deep Learning AI ⊃ ML ⊃ DL
18.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI & Machine Learning & Deep Learning AI ⊃ ML ⊃
DL
19.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. AI & Machine Learning & Deep Learning 데이터를 이용하여 명시적으로
정의하지 않은 패턴을 컴퓨터로 학습하여 결과를 만들어내는 학문 분야 •1959, Arthur Lee Samuel AI ⊃ ML ⊃ DL
20.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Oracle Cloud AI Enterprise AI
21.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Oracle Cloud AI Enterprise AIWith Data ∈ {Legacy, ERP, Database, Unstructured Data, Streaming, Social }
22.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. ENTERPRISE AI 데이터 거버넌스 데이터
분석 데이터 수집 데이터 레이크
23.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Data Repository • High Availability • Unlimitedness •
Any Format
24.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. • High Availability • Unlimitedness •
Any Format Data Repository Object Storage
25.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. • High Availability • Unlimitedness •
Any Format Object Storage Oracle Object Storage Big Data Cloud Event Hub Cloud DIPC Database Data Hub IaaS VM NoSQL OAC ADW *ADW: Autonomous Data warehouse *DIPC: Data Integration Platform Cloud * OAC: Oracle Analytics Cloud 데이터 레이크
26.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Oracle Cloud Data Lake Oracle Object Storage BigData Cloud Event Hub Cloud DIPC Database Data Hub
IaaS VM NoSQL OAC ADW *ADW: Autonomous Data warehouse *DIPC: Data Integration Platform Cloud * OAC: Oracle Analytics Cloud 데이터 레이크 Object Storage
27.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 수집 Cloud Data LakeApplication Producers 비정형 데이터
복제 {Streaming, Batch} 정형 데이터 동기화 {Streaming, ETL} SaaS 통합 Multi-Structured Data Producers Logs OLTP & No SQL Data Producers 데이터 통합
28.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Oracle Cloud Platform: Lambda Architecture Data Lake Object Storage Apps Layer Speed Layer Batch LayerApplication Serving Layer REST Services Visualization Tools Reporting Tools Data Marts GG GG User Updates DBMS Updates Capture Trail Route Deliver Pump SSL/HTTPS 데이터 수집 데이터
통합 Web Crawler Application Event ETL Batch Realtime Replication Streaming
29.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. Oracle Cloud Platform: Lambda Architecture Data Lake Object Storage Apps Layer Speed Layer Batch LayerApplication Serving Layer REST Services Visualization Tools Reporting Tools Data Marts GG GG User Updates DBMS Updates Capture Trail Route Deliver Pump SSL/HTTPS 데이터 분석 데이터
통합 Web Crawler Application Event Event Hub ETL Batch Realtime Replication Streaming
30.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 수집 데이터 통합 데이터
통합 DIPC – Oracle GoldenGate DIPC Oracle Data Integrator 수집 Oracle Event Hub Cloud Data Lake
31.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 데이터 분석 데이터
통합 DIPC – Oracle GoldenGate DIPC Oracle Data Integrator 수집 Oracle Event Hub Oracle Cloud Oracle Big Data Cloud Oracle Autonomous Data Warehouse Oracle Analytics Cloud IaaS Computing + GPU
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ORACLE BIG DATA
CLOUD Storage Cloud / HDFS 저장 처리/분석 분석/시각화
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AUTONOMOUS DATA WAREHOUSE
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.
ORACLE ANALYTICS CLOUD
38.
USE CASE: A사의 문제
정의 전국에 500여개의 문구류 소매점을 운영하는 A사는 상품간의 상관관계를 파악하여 실적 개선을 희망하고 있다. 소매점에서 거래 전표를 웹 로그 형태로 실시간 제공할 수 있다.
39.
Cloud Data Lake USE CASE: 상품 연관
분석
40.
Cloud Data Lake USE CASE: 상품 연관
분석 Cloud Data LakeStructuring Data Cleaning Data Enrichment Feature Engineering BDC 데이터 프로세싱 파이프라인
41.
Cloud Data Lake USE CASE: 상품 연관
분석
42.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 기반기술 Hadoop
Eco 장점 섬세한 데이터 제어 대용량 데이터 병렬 처리 분석툴 Spark MLlib, R, Python, PySpark 분석 영역 데이터 전처리, 전문분석, 실시간 분석 기반기술 Data Warehouse 장점 RDBMS 기반의 병령 처리 풍부한 데이터 마이닝 API 분석툴 SQL, PL/SQL 분석 영역 데이터 탐색, 전문분석 기반기술 Business Intelligence 장점 GUI 기반의 데이터 전처리, 시각화, 머 신러닝 프로세스 지원 분석툴 시각화, 전문 분석 분석 영역 데이터 전처리, 데이터 탐색, 전문분석 기반기술 Deep Learning 장점 GPU 기반의 고속 연산 분석툴 Tensorflow, Pytorch, Caffe2, Keras 분석 영역 딥러닝 학습 Big Data Cloud ADW OAC IaaS + GPU
43.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 기반기술 Hadoop
Eco 장점 섬세한 데이터 제어 대용량 데이터 병렬 처리 분석툴 Spark MLlib, R, Python, PySpark 분석 영역 데이터 전처리, 전문분석, 실시간 분석 기반기술 Data Warehouse 장점 RDBMS 기반의 병령 처리 풍부한 데이터 마이닝 API 분석툴 SQL, PL/SQL 분석 영역 데이터 탐색, 전문분석 기반기술 Business Intelligence 장점 GUI 기반의 데이터 전처리, 시각화, 머 신러닝 프로세스 지원 분석툴 시각화, 전문 분석 분석 영역 데이터 전처리, 데이터 탐색, 전문분석 기반기술 Deep Learning 장점 GPU 기반의 고속 연산 분석툴 Tensorflow, Pytorch, Caffe2, Keras 분석 영역 딥러닝 학습 Big Data Cloud ADW OAC IaaS + GPU
44.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 비정형 데이터 전처리 데이터
탐색 시각화 전문분석 Case 1 Spark SQL Spark Spark Spark MLLib Case 2 Case 3 Spark Case 4
45.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 비정형 데이터 전처리 데이터
탐색 시각화 전문분석 Case 1 Spark SQL Spark Spark Spark MLLib Case 2 Case 3 Spark Case 4
46.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 Cloud Data Lake 적정기술 Enterprise AI BDC ADW OAC IaaS + GPU
47.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 47Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. Oracle Enterprise AI 서비스 Streams Batch Events Data Integration Data Processing Analytics & Data Science Index Data WarehouseObject Storage Process Analytics Data Lake Components Cloud Infrastructure as a Service Big Data
48.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. ML è Endless Data Representations for Algorithm Repeat
49.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. ML è Endless Data Representations for Algorithm
50.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. ML è Endless Data Representations for Algorithm
51.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 거버넌스 Oracle Data Catalog Service
52.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 레거시 시스템 통합 ENTERPRISE AI를
위한 핵심 과제 데이터 거버닝 데이터 품질 사용 편의성 연결성
53.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | Data Integration Analytics & AI/ML Data Integration Platform Data Lake Builder Data Integration Platform Pipeline and Streams 통합 분석 Data Integration Platform Data Preparation/Quality Autonomous Data Warehouse Oracle Analytics Cloud Oracle Data Lake Infrastructure Oracle Cloud Infrastructure Serverless Data Engine Data Lake Catalog Data Lake Analytics BDC/ BDCS/BDCC Big Data Cloud Data Science Cloud Service
54.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | Data Science Cloud Service Reproducibility Data Versioning Code Versioning Model Versioning Environment Management 모델 배포 모델을 확장
가능한 API로 배포 모델 관리 모델 성능 모니터링/최적화 데이터 탐색 데이터 분석/특성 공학 모델 구축/학습 오픈소스 ML 프레임워크 협업 · 데이터 과학자 · 비지니스 관계자 · 앱 개발자 · IT 관리자
55.
Copyright © 2017, Oracle and/or its affiliates. All rights reserved. 55Copyright © 2017,
Oracle and/or its affiliates. All rights reserved. E2E Enterprise AI Platform Oracle Analytics Oracle AppDev Oracle AIA Project Definition Model Deployment Model Management Model Development Oracle Cloud Infrastructure Oracle Autonomous Database Advanced Analytics Data Science Cloud Service Oracle Data Lake Stream Catalog Data Integration Query
56.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | 5 Streams Batch Events Data Integration Data Processing Analytics & Data Science Index Data WarehouseObject Storage Process Analytics Data Lake Components Cloud Infrastructure as a Service Big Data 오라클
클라우드의 Enterprise AI Platform
57.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | 5 Streams Batch Events Data Integration Data Processing Analytics & Data Science Index Data WarehouseObject Storage Process Analytics Data Lake Components Cloud Infrastructure as a Service Big Data 오라클
클라우드의 Enterprise AI Platform Project Definition Model Deployment Team Collaboration Model Development Data Science Cloud Service Cloud AI Infrastructure Model Training
58.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. | Oracle AI 요약 58
59.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 통합 수집 Data Lake BDC ADW OAC IaaS+GPU
60.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 Project Definition Model Deployment Team Collaboration Model Development Data Science Cloud Service Cloud AI Infrastructure Model Training 데이터 통합 수집 Data Lake BDC ADW OAC IaaS+GPU Data Catalog Service
61.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. 데이터 분석 Project Definition Model Deployment Team Collaboration Model Development Data Science Cloud Service Cloud AI Infrastructure Model Training 데이터 통합 수집 Data Lake BDC ADW OAC IaaS+GPU Data Catalog Service End to End Enterprise AI 적정
기술
62.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. OUR PURPOSE IS
TO HELP YOU SUCCEED http://www.oracloud.kr 오라클 클라우드 사용자 그룹
63.
Copyright © 2018, Oracle and/or its affiliates. All rights reserved. |63
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