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AI for the Digital Era: Strategy and Tools for Machine Learning
Director, Analytics & Big Data
Alain Floch
APAC Oracle
The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions. The development, release, timing, and pricing of any features or functionality described for Oracle’s products may change and remains at the sole discretion of Oracle Corporation.
Statements in this presentation relating to Oracle’s future plans, expectations, beliefs, intentions and prospects are “forward-looking statements” and are subject to material risks and uncertainties. A detailed discussion of these factors and other risks that affect our business is contained in Oracle’s Securities and Exchange Commission (SEC) filings, including our most recent reports on Form 10-K and Form 10-Q under the heading “Risk Factors.” These filings are available on the SEC’s website or on Oracle’s website at http://www.oracle.com/investor. All information in this presentation is current as of September 2019 and Oracle undertakes no duty to update any statement in light of new information or future events.
Safe Harbor
Copyright © 2019 Oracle and/or its affiliates.3
Copyright © 2019 Oracle and/or its affiliates4
Artificial Intelligence: The New Reality
Copyright © 2019 Oracle and/or its affiliates5
AI: Reshaping Every Industry and Job Function
Copyright © 2019 Oracle and/or its affiliates6
Bringing AI to Masses
Source: IDC , “Worldwide Artificial Intelligence Spending Guide,” September 2019
Source: Deloitte, “Artificial Intelligence: From Expert-Only to Everywhere,” December 11, 2018Source: McKinsey & Company, “Notes From the AI Frontier: Modeling the Impact of AI on the World Economy,” September 2018
The Promise of AI
Augmenting human intelligence
Copyright © 2019 Oracle and/or its affiliates.
• Enhances natural human experiences
• Predict outcomes
• Accelerate decision making
• Improves efficiency and accuracy
• Automate repetitive learning
Connected, productive intelligent enterprise
7
Copyright © 2019 Oracle and/or its affiliates8
Enterprise AI Challenges
To Lead SuccessfulAI Strategy
• Business use case• Large amount of clean data• High performance infrastructure• Talent• Tools & Technology powered by
Machine Learning
Copyright © 2019 Oracle and/or its affiliates9
Machine Learning in Oracle’s Products
Applications
Adaptive Intelligent Apps
Intelligent UX
Conversational Agents
Platform Services
Autonomous Database
Oracle Analytics Cloud
Cloud Infrastructure
ML Platform
ML Tools
Data Management
Analytics
3rd Party
Copyright © 2019 Oracle and/or its affiliates
Ready-to-Go Ready-to-BuildReady-to-Work
10
Oracle’s approach to Machine Learning Tools
ML in Data Management
Enable Data Science teams
ML on Cloud Infrastructure
Bring the algorithms to the data
Performance with your own tools
Collaboration Repeatability Productivity
11 Copyright © 2019 Oracle and/or its affiliates
Oracle Cloud Data Management
AutonomousDatabase
OCI Data Catalog*
OCI Data Integration*
Big Data Service*(Hadoop & Spark)
Database Cloud
OCI Object Storage
Oracle Cloud Infrastructure (OCI)
Oracle Analytics Cloud
12 Copyright © 2019 Oracle and/or its affiliates
*Coming soon
Data Catalog
A single collaborative environment for data professionals to collect, organize, find, access, understand, enrich and activate technical, business and operational metadata to support self-service data discovery, advanced analytics and governance for trusted data assets in Oracle Cloud and beyond.
Copyright © 2019 Oracle and/or its affiliates13
Machine Learning in Data Management
NotebookOML4Spark
Oracle Machine Learning (OML) Notebooks
OML4SQLOML4R
OML4Py*
AutonomousDatabase
OCI Data Catalog*
Big Data Service*(Hadoop & Spark)
Database Cloud
Oracle Cloud Infrastructure (OCI)
Oracle Analytics Cloud
OCI Data Integration*OCI Object Storage
14 Copyright © 2019 Oracle and/or its affiliates
*Coming soon
What Can You Do with Machine Learning in the Database?
Learn more from existing data without having to move data around
Get started quickly and scale easily as needed, especially if starting in the cloud
Develop new solutions to existing problems with easy access to data
Operationalize machine learning faster than ever
15 Copyright © 2019 Oracle and/or its affiliates
Machine Learning in Databases
Copyright © 2019 Oracle and/or its affiliates
Autonomous Database
Oracle Database
OML Notebooks
DatabaseCloud Service
OML4SQL
Oracle Data Miner
OML4R
OML4Py*
SQL DeveloperSQL*Plus
SQL Developer
R client
Python client
Data Management Platform
Oracle Machine Learning Component
Tool
MLML
MLApache Zeppelin
(OML – Oracle Machine Learning)
16
*Coming soon
Oracle Machine Learning Notebooks
Autonomous Database as a datascience platform• In-database machine learning algorithms
and analytics functions via SQL• Collaborative UI for data scientists, data
analysts, application developers, DBAs• Easy sharing of notebooks and templates
with permissions, versioning, and execution scheduling
• Based on Apache Zeppelin
Copyright © 2019 Oracle and/or its affiliates17
Big Data Service
• A new and improved cloud service based on Cloudera Hadoop
• Flexibility of native OCI shapes: start very small, supports very large clusters
• Transient use: suspend (and stop paying) when not using the cluster
• Enrich ADB solutions with insights from data lab
• Use big data processing for data integration pipelines
• Leverage data lake for information lifecycle management
Copyright © 2019 Oracle and/or its affiliates18
Oracle Cloud SQL
Cloud SQL enables better scalability for SQL queries on Object Stores• Available Soon New name for Big Data
SQL• Scale out queries against Object Stores
and Big Data Service• Automatic and transparent• Pay for what you use
Cloud SQL
ADB
Oracle Object Store
Big Data Service
AWS Blob Store
Azure Blob Store
Copyright © 2019 Oracle and/or its affiliates19
Enable Data Science Teams
OCI Data Science*
AutonomousDatabase
OCI Data Catalog*
Big Data Service*(Hadoop & Spark)
Cloud SQL
Oracle Cloud Infrastructure (OCI)
OCI Data Integration*OCI Object Storage
20 Copyright © 2019 Oracle and/or its affiliates
*Coming soon
OCI Data Science
OCI Data Science *
Collaborative
Project driven UI enables teams to easily work together on end-to-end modeling workflows with self-service access to data and resources
Integrated
Support for latest open source tools, version control, and tight integration with OCI and Oracle Big Data Platform
Enterprise-Grade
A fully managed platform built to meet the needs of the modern enterprise
Projects NotebooksOpen Source Languages &
Libraries
Version Control
Use Case Templates
Model Build & Train
Model Deployment
Model Monitoring
Access Controls &
Security
21 Copyright © 2019 Oracle and/or its affiliates
Building, Training, & Deploying AI/ML
Coming soon
Open Source: Integral to Oracle
Copyright © 2019 Oracle and/or its affiliates.
Critical Component of Data Management
Giving Back to the Community
22
Copyright © 2019 Oracle and/or its affiliates.
Oracle Cloud Infrastructure: Built for AI / ML Workloads
• Non-over subscribed, flat 25 Gbps bandwidth between nodes
• Only cloud with Network performance SLA
High
Performance ComputeScalable,
Independent Storage
• Flexible shapes from VMs to Bare Metal
• Use latest innovations from NVIDIA, Intel, AMD, and more
• NVMe SSD, Object, Block and Archive Storage
• 50% faster HDFS performance vs. other public cloud storage
• 90% lower costs for Data Lake with Data Tiering
Guaranteed
Network Performance
23
ML on Oracle Cloud Infrastructure
24 Copyright © 2019 Oracle and/or its affiliates
Data Platforms
AI & ML
Data LakeData Integration &
Preparation BI & Visualization
EdgeStorageContainersCompute Network Database
Oracle Cloud Infrastructure
Oracle Cloud Data Management
AutonomousDatabase
OCI Data Catalog*
OCI Data Integration*
Big Data Service*(Hadoop & Spark)
Database Cloud
OCI Object Storage
Oracle Cloud Infrastructure (OCI)
Oracle Analytics Cloud
25 Copyright © 2019 Oracle and/or its affiliates
*Coming soon
Analytics with No-Code ML
Oracle Analytics Cloud• Augmented Data Preparation• Augmented Insights
• Explain datasets for unbiased data-driven insights
• One-click forecasting, clustering and trends
• Natural language querying and generation
• Train Models• Train embedded models on any data
• Leveraging Python with zero code
• Consume ML Assets as Part of Analysis• Use data science outputs from other ML
platforms (eg, OML in ADW)
Copyright © 2019 Oracle and/or its affiliates26
Train and run sophisticated ML models without code or
specialized skills
Copyright © 2019 Oracle and/or its affiliates
Machine Learning Demonstration
27
Create An Effective Data Lab
$561M Confirmed savings identified
Copyright © 2019 Oracle and/or its affiliates
Identify billing and identity fraud
—–
“With Oracle Advanced Analytics, it is much easier to detect anomalies in behaviors. We used anomaly detection to discover where there might be evidence of inappropriate behavior in dentists’ claims, enabling NHS commissioners to follow up and challenge their activities.”
Nina MoncktonHead of information services, NHSBSA
28
Copyright © 2019 Oracle and/or its affiliates29
Oracle’s Data and AI Platform VisionEnd-to-end platform to rapidly build AI-powered solutions
Oracle Cloud Infrastructure
Data Lake
Database
Oracle AutonomousDatabase (ADW/ATP)
OCI Data FlowBig Data Service
Data Sources Data Integration
Data Science
AppDev
Analytics
OCI Data Integration
OCI Data Science
Oracle Analytics Cloud
OCI Developer Services
Data Engineer
App DeveloperData Scientist
Business Analyst
StreamingOCI Streaming
Database MigrationOCI Database Migration
Copyright © 2019 Oracle and/or its affiliates30
Thank You
Alain FlochHead of Analytics & Big Data, APAC