AI Foundations: Simpler Technologies, Smarter Business

Michael O’Connell
Chief Analytics Officer
@MichOConnell
October 2019
AI Foundations
Simpler Technologies, Smarter Business

Data from the Cars
Brakes
Tyres
Fuel / Energy Storage
Aerodynamics / Drag / Downforce
Engine Temperature / Condition
50K channels of data
<1 sec increments
500 GB / weekend

Great Mercedes Car
Season Start
• 1st and 2nd in first 5 races
• 1st in first 8 races
Season to Date
• 12 of 17 race wins
Car Constructor Champions
• Won after 13 of 17 races
Certain to win Driver
Championship
• Lewis will likely clinch in Austin
Hamilton 2 1 1
Bottas 1 2 2
Hamilton 2 1 1 1
Bottas 1 2 3 4
Hamilton 1 3 1 9
Bottas 2 5 2 15
Hamilton 1 2 2 4
Bottas 8 3 3 5
Hamilton 1 3
Bottas 2 1

Visual Analytics & Data Science at Mercedes

DATA SOURCES
TIBCO Analytics Transformation platform
Enterprise
Application 1
Enterprise
Application n
Streaming
Sources
In-memory
Data Grid
...
REPORTING/VIZDATA SCIENCE
ANALYTICS
ACTIONS
Data Science Operational Analytics
INFORMATION MANAGEMENT
Metadata
(Data Governance,
Data Catalog)
MDM / RDM
DATA OPERATIONS
Data Virtualization
Master and
Reference Data
Management
Data Store 1 Data Store n EDW/Lake
Metadata
Master &
Reference Data
Transactional
Data
Powered by shared data assets
EVENTS
Streaming /
Events
INTEGRATION
Hybrid
Integration
API
Management
Spark Compute & Store
Visual Analytics
METADATA
AUGMENT
INTELLIGENCE
UNIFY
DATA
INTERCONNECT
EVERYTHING
Cloud Native Open Platform AI Foundation

7
Strategic Technology Acquisitions since ‘15
November 15, 2017
Data Science
October 5, 2017
Data Virtualization
July 6, 2017
API led microservices
May 15, 2017
Data Science
August 25, 2015
API led microservices
Low code Integration
June 6, 2018
Data Management
December 4, 2018
Accelerated Compute
March 7, 2019

Data Infrastructure
& Management
INFORMATION MANAGEMENT
Metadata
(Data Governance,
Data Catalog)
MDM / RDM
DATA OPERATIONS
Data Virtualization
Master and
Reference Data
Management
Data Store 1 Data Store n EDW/Lake
Spark Compute & Store
METADATA
Metadata
Master &
Reference Data
Transactional
Data

TIBCO EBX: Data asset mgt
TIBCO EBX is solution to
model, manage, and
govern enterprise shared
data assets.
• Model-driven, what you
model is what you get
• All-in-one software
• All domains master data,
reference data, metadata
• All org contexts, users,
deployment platforms
• Designed for business teams
• Available on TIBCO Cloud
Data infrastructure
& management

Model-Driven, Agile Data Mgmt
Data
Modeling
Data
Validation
Matching &
Merging
Versioning
“Data Spaces”
Security
Hierarchy
Management
Workflow
Graph
Visualization
Digital Asset
Management
Native iOS &
Android App
Integration
KPIs and
Dashboards
Data infrastructure
& management

11
TIBCO Data Virtualization
FederateAbstract Cache
TIBCO Data Virtualization
Self-Service BI Data Science 360o View
Packaged Apps
RDBMS Data Warehouse
XML DocsExcel & Flat
Files
Big Data
Web
Services
IoT DataCloud Data
Data Lakes
Master & Reference Data
Data infrastructure
& management

TIBCO ComputeDB
Optimized In-Memory Compute
Memory-Optimized dB
• Mutable, Transactional Data
Store
• Real-Time Native
• Optimized for Memory & Disk
• Concurrent Workloads
• Virtual or Persisted
Data infrastructure
& management
Big Data Sources
• High Throughput
Computation
• Multi-Persona
• Rich API, Library and
Tool Support
• Batch-Oriented
ComputeDB Performance
• 20-100X v Spark
• 5X v Databricks Delta

Visual Analytics
& Data Science
Metadata
Master &
Reference Data
Transactional
Data
REPORTING/VIZDATA SCIENCE
ANALYTICS
ACTIONS
Data Science Operational AnalyticsVisual Analytics

14
TIBCO Spotfire
Augmented
Search & AI-Powered Insights
Start in seconds, instant insights
Automated
Automagical Dataflows
Author & audit with automatically
recorded data flow steps
Agile
Low Code Analytic Apps
Agile exploration made even easier
Aware
Spotfire Data Streams
Real-time awareness and action
A(X) Experience = Analytics, Accelerated
Visual Analytics
& Data Science

15
AI Suggestion Engine
1. Spotfire User selects target variable
2. AI Suggestion engine discovers variable
relationships to target
3. AI Suggestion engine displays smart
visualizations in order of strength
• Best practice graphics
4. Few clicks to AI-guided, brush-linked
analytics application
• User styles, adorns graphics and layout
Spotfire Recommendations
AutoML for Business Analyst
Visual Analytics
& Data Science

Videos
1. Spotfire AI Suggestion Engine
2. TIBCO Connected Intelligence Cloud –
Customer Engagement App
AI Foundation
• Automate Manual Tasks
• Promote Innovation
Business Analyst | Data Scientist | Developer
Spotfire AI Foundation Videos Shown
1. Spotfire
AI-Suggestions
2. Data Science
Customer Targeting
3. Operations
Case Management

17
Natural Language Query
• User searches multiple data tables +
relationships + Spotfire help
• NLQ displays best-practice graphs
• Sorted by AI Suggestion Engine
• Brush-linked analytics application
constructed from chat interaction
Spotfire: NLQ Search
Search on data, relationships, software help
Visual Analytics
& Data Science

AI
Shows me where to look
Explains what I see

19
Location data – accurate,
includes earth curvature
Map anything – not just
geographies
Multi Coordinate systems –
NAD27, NAD83, WGS84 overlays
Map Chart APIs – Map Chart as
UX for location-based navigation
Spatial Data Functions for
advanced analytics e.g. optimal
routes, contours, trade areas, ..
Spotfire: GeoAnalytics Visual Analytics
& Data Science

20
Real Time Data Visualization
• User selects time window
• Data Streams shows live-updates
• Calculations (forecast) on live visuals
Users and Data
• Many real-time data sources supported
• Simple data source connector
• Brush-linking – static & real-time visuals
• Same behavior as rest of Spotfire
Spotfire: Data Streams
Real-Time Awareness and Action
Visual Analytics
& Data Science

TIBCO Runtime for R
(TERR™)
TIBCO Data Science™ Python
Spotfire Data Function
Spotfire Expression
Spotfire: Data Science Services Visual Analytics
& Data Science

Modeling
+ Visual composition
+ Multilingual Notebook
+ Native ML & OS
+ AWS, AZURE, GCP
+ AutoML, data prep
Operations Deployment
+ Model lifecycle mgt
+ Batch automation
+ Real-time event processing
+ REST, Apps, embedding
Data Access / Prep
+ Distributed compute
+ Feature engineering
+ Reusable templates
Medic eg researcher
on epidemic
monitoring
Engineer eg
aerodynamics engineer
Marketeer eg
customer engagement
analyst
Data Scientist
Citizen Data Scientist
Data Scientist
Citizen Data Scientist
Analytics Operations
IT / Software Engineer
FUNCTION
USER
or
AUTOMATION
Business User
Analytic Operations
IT / Administration
Business Applications
+ Engineering/IoT
+ Customer analytics
+ Risk management
+ Supply Chain
TIBCO Data Science
Visual Analytics
& Data Science

Video
1. Auto-generated flows: Data Cleaning,
Feature engineering, Feature Selection, ML
Modeling
2. Explainability
3. Deployment into Operations / Analytic
App: Fraud Investigation
Differentiation
• Editable workflow allows for refinement by
a data scientist
• Everything runs at-scale, in-database
• Digital assistant, building blocks vs black
box
AutoML in TIBCO Data Science Videos Shown
1. Auto Flows
2. Explainability
3. Operations

AI
Can be explained
Can be put into production

25
Real-Time(BW)
Data
Sources
Data Marts
Streaming
Transactional
Stores
External
Sources
Manage
Execute
EDWs &
Analytics
Sandboxes
TIBCO Data
Science
Analytics
Platform
Visual Analytics
(TIBCO Spotfire)
APIsandMicroservices
Operational
Systems
TIBCO Live Apps
Containers/Code
AWS Deployments
Federated Data
Science Services
Business Events &
TIBCO Streaming
SageMaker
Flogo, Flogo Rules
Model Management
TIBCO
ComputeDB
Visual UI / Notebook
Batch(DV)
Collaboration
Automation
Spark
SageMaker
Cloud Vendor Collaborations – their ML in our environment Azure, GCP next
TIBCO Analytics in AWS

26
TIBCO Data Science in AWS
TIBCO DS on Marketplace; Biggest vCPU Grid; Lightest Serverless Footprint

TIBCO Analytics in Cloud
Python Libraries
AWS: boto3, sagemaker
Image and video Rekognition
GCP: gsutil, google-cloud
Cloud AI Building Blocks, Cloud AutoML
Azure: azure, azureml
Vision and speech, language, emotion
TIBCO Integration
TIBCO Data Science
Jupyter Notebook
TIBCO Spotfire
Python Data function
ML Services via Python SDKs
Azure ML Services
Azure Cognitive Services
TIBCO Data Science – Jupyter Labs
TIBCO Spotfire – Python Service
Visual Analytics
& Data Science

TIBCO AI in Cloud: Image / Video Videos Shown
Real-Time Accident Detection Real-Time Bears and Birds

Text and Voice (GCP)
Text and Voice (AWS, Azure)
TIBCO AI in Cloud: Text / Voice Videos Shown
Topic modeling: TIBCO data/labels
Sentiment analysis : pretrained
Entity recognition : pretrained
NLTK: tokenize reviews
Spacy: word2vec
TIBCO: token relations

Anomaly Detection Risk Management Customer Engagement
Model: TIBCO Data Science
Supervised: Train
Unsupervised: Anomalies
Analyze Event Stream:
TIBCO Flogo, Cloud Integration
Batch and Real-Time Updates
Case Manage: TIBCO LiveApps
Investigate identified cases
Audit trail + recycle
Review Status: TIBCO Spotfire
Identify issues, sweet spots
TIBCO Data Science Solutions in Cloud
Cloud Apps: Visual Analytics, Data Science, Streaming, Case Management
Starter Set
Process Mining
IoT Analytics
Anomaly Detection
Risk Mgt
Customer
Engagement
Blockchain –
Dovetail
Partner Mgt
Starter Toolkit

31
Deep Learning in
Genomics and High
Content Screening
Clinical Outcomes

TIBCO Data Science Spotfire X
PKI
SIGNALS
Deep Survival
Clinical Outcome Prediction – PKI Signals
• TCGA Data from Signals
Translational
• 516 subjects and 78295
features from Clinical data,
Variants (Mutations), CNV
and Gene Expression
• CPU processing time:
1:32:58
• 4 GPU processing time:
0:01:43

Deep-learning
High Content Screening

High Content Screening- Autophagy
• Chloroquine
treatment leads to
accumulation of
autophagosomes in
all three cell lines.
• HCT116, HeLa and
PANC-1 cells were
stained with
Ø SQSTM-1/NL557
autophagosomes,
orange
Ø DAPI nuclei, blue
Ø FNG cytoplasm, green
• and exposed to
increasing doses of
choloroquine.

10 minutes for training and classification
High Content Screening- Results

37
Awards
2019 SIIA CODIE AWARD
WINNER
• Independent expert review
team evaluates and provides
feedback
• Spotfire won 1st ; Spotfire
Partner PRO Unlimited won
2nd position for Spotfire
application Wand Discovery
2019 AI TECH AWARD
WINNER
• Technology, product or
service whose main
innovation / value is its
artificial intelligence /
machine learning
technology

Gartner 2019 TIBCO #1 in Analytics & Data Science

3939
Vibrant & Growing Community

40
https://community.tibco.com/exchange
Vibrant & Growing Community

AI in Operations
Cloud Starters, Accelerators, Analytic Apps
Thoughtleader-led solutions
AI on Demand
Data Science in Operations

1. Deep Learning Autoencoder
• Anomaly and incident detection
• Reconstruction error, component analysis
• Model object, deployment
2. Incident analysis
• Signature clusters and attributes
• Incident root cause, trends
• Model object, deployment
Deep Learning for Anomaly Detection:

43
Deep Learning for Anomaly Detection
SOM
Autoencoder
X f (X) z f ’(z) Xhat

AI
Business Analyst – Data Scientist – Developer
AI Foundation
Helps everyone be more
productive

Questions & Contact
Thank you!
TIBCO Community
community.tibco.com
TIBCO Exchange
community.tibco.com/exchange
TIBCO Tech Blog
community.tibco.com/blog
Spotfire Trial
spotfire.tibco.com/trial
Michael O’Connell
Chief Analytics Officer
TIBCO
moconnell@tibco.com
@MichOConnell

AI Foundations: Simpler Technologies, Smarter Business

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