TIBCO Analytics Meetup

TIBCO Data Science Team

October 30th 2018

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During the course of this presentation TIBCO or its representatives may make forward-looking statements regarding future events, TIBCO’s future results or our future financial performance. These statements are based on management’s current expectations. Although we believe that the expectations reflected in the forward-looking statements contained in this presentation are reasonable, these expectations or any of the forward-looking statements could prove to be incorrect and actual results or financial performance could differ materially from those stated herein. TIBCO does not undertake to update any forward-looking statement that may be made from time to time or on its behalf.

DISCLAIMER

TIBCO Analytics Meetup – opportunities to learn and network

• Welcome and TIBCO update by Dan Rope• Python Data Function in Spotfire by Vinoth Manamala• Data Science Survival Skills by DivyaJyoti (DJ) Rajdev• TIBCO Community update by Heleen Snelting• Live Q&A

Please submit your questions at any time via Q&A option

We will answer at the end or will get back to you via email

Agenda

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Dan Rope

Spotfire X

AI Using Spotfire &Spotfire Using AI

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Spotfire X with the A(X) Experience

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AugmentedSearch & AI-Powered Insights

Start in seconds, get instant insights

AutomatedAutomagical Dataflows

Author & audit with automaticallyrecorded dataflow steps

AgileReimagined User Interface

Agile exploration made even easier

AcceleratedReal-time Data Streams

Real-time awareness and action

Analytics, Accelerated.

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Spotfire X with the A(X) Experience

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AugmentedSearch & AI-Powered Insights

Start in seconds, get instant insights

AutomatedAutomagical Dataflows

Author & audit with automaticallyrecorded dataflow steps

AgileReimagined User Interface

Agile exploration made even easier

AcceleratedReal-time Data Streams

Real-time awareness and action

Analytics, Accelerated.

AI Apps Using Spotfire

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Critical business moments occur in every facet of enterprise operations.

They drive competitive differentiation, customer satisfaction and business success.

Inventory Management

Customer Engagement

Recommender Systems

Anomaly Detection

Patient Diagnosis and Treatment

Fraud DetectionPrice

Optimization

Intrusion Detection

AI Success Stories – Critical Business Moments

Risk Management

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• Supervised & unsupervised learning combine to recognize known risk patterns and identify anomalies

• Models deployed and applied to new incoming data

• Suspicious cases are case managed and then absorbed into the data for future model updates

AI on-demand / Continuous Learning

Augments People - Create / Operate Systems that actively manage Risk

AI Using Spotfire: Risk Management

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Spotfire X Using AI

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Spotfire X: AI Suggestions Automated, Augmented insight discovery & display

Variable Relationships Algorithm• User selects target variable • AI algorithm discovers variable relationships to target• Spotfire displays in order of strength - best practices graphics• 4 clicks to brush-linked dashboard

Users and Data• Broad user persona• Scalable – including wide data• Flexible – iterative, rapid configuration

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Select a Target

UX Workflow: AI Suggestions and beyond

See Graphs

Data preparation

Feature relationships

Ranking

+MORE LIKE THIS shows extra graphs with the same features Adds graph to the pageAnalyst Business User

Tell me about “Target”

Continue on the journey: adorn, manipulate, explore, drill

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AI & Variable Relationships

AI + People = Smarter Together

• AI-engine finds potentially interesting insights→ Less work to explore data (esp wide data)

• Human determines actual useful insights→ Curate final analysis, visuals, dashboard

AI Engine

• Based on well-established Data Science algorithms

• Customized for robustness and scale• Background processing for performance &

scalability

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TIBCO Runtime for R(TERR™)

TIBCO Data Science™ Python

Spotfire Data Functions - Enable AI / ML Applications

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Vinoth Manamala

Python Data Function in Spotfire - Demo

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Summary of Python Demo

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DivyaJyoti Rajdev

Data Science Survival Skills

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1. Ask the right questions

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• Define clear objectives with domain experts

• What is more important:

insight discovery or prediction

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2. Figure out what to analyze

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• Are some points more influential than others?

• Consider data relationships

• Use data transforms for predictors and featurization tricks

Outlier

Leverage points

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• Create baseline models

3. Explore to uncover insights

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• Dive into visual analytics

• Sampling is your friend

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4. Build trustworthy algorithms

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• Look at features critically

• Don’t just trust RMSE or accuracy use residual analysis

• Try variable importance

FeatureOutcome Var

Purchasing Power inc_index * zip_cat * hist.qty^2

Not Good

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• Prepare the data both before and after modeling

• Do you need all the predictors?

5. Make the most of your model

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• Neural nets aren’t “God”

Garbage In = Garbage out

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6. DevOps in analytics

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• Testing isn’t just for software engineers

• Agile principles for data science

• Knowledge and frameworks are transferable

SAP HANASAP HANA

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• Visuals are more than just reporting

7. Bridge the talk divide

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• Build consumable solutions for personas

Tech DashboardExecutive Dashboard

• Interpretability is important

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Key Takeaways

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1. Ask the right questions

2. Figure out what to analyse

3. Explore to uncover insights

4. Build trustworthy algorithms

5. Make the most of your model

6. DevOps in analytics

7. Bridge the talk divide

Heleen Snelting

TIBCO Community Update

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Swap Logoif neededIn master slide

TIBCO Community the platform for our users

Data Literacy - things you want to know and teach

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Experts sharing knowledge on terminology you and your teams are probably using and learning about. Theory and practical ideas.

● Data Literacy● Statistical Literacy● Visual Literacy & Storytelling

Learn, join in, take the Quiz, contribute!

Statistica and Python Data Functions

Statistica

Spotfire

Spotfire Data Function Tips & Tricks section

Spotfire Tips & Tricks page - continues to develop

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Access & Visualize Graph data from Neo4j in Spotfire

Custom Maps - with Dr SpotfireCreate R Graphics in Spotfire

Analytic Development Languages

TIBCO provides a collaborative analytics work environment for everyone: Data Engineer, Data Scientist, Developer, ..

• Spotfire gives the interactive visualizations which can call and communicate with TIBCO Data Science tools including TERR

• Analysts can work in no-code workflow based environment

• But can also use open source codes (R, Python, C, Scala, Spark,…)

• and use external knowledge from analytic market places (Azure ML, Apervita, Algoritmia, H2O,…)

Customer Orientation

Customer Orientation page and linked content is guiding new users through a self-service on-boarding process showing how to access resources and how to use Spotfire and other TIBCO Analytics software.

Content built by TIBCO’s customer success team!

Example of one sub-section shown on left

What’s new in… Spotfire Data ScienceLatest features for every new release

Explained for users with examplesIncluding interoperability with other TIBCO Analytics software

TIBCO NOW 2018

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and 2019

Google Search is also a great way to find TIBCO Community content

What’s new in… for example Spotfire for soon to be released Spotfire X info

https://community.tibco.com/wiki/whats-new-tibco-spotfire

Customer Orientation and Customer Success Center - ideal for on-boarding and staying up to date

https://community.tibco.com/wiki/tibco-analytics-new-customer-orientation

https://community.tibco.com/wiki/tibco-spotfire-customer-success-center

Essential Spotfire Analytics Resources including Doctor Spotfire & Tips & Tricks - really useful for adoption, new users

https://community.tibco.com/wiki/essential-spotfire-analytics-resources

TIBCO Geo-Analytics capabilities

https://community.tibco.com/wiki/tibco-spotfire-location-analytics-mapping-geoanalytics-and-spatial-statistics

TIBCO Analytics Meetup pages with recordings and presentations

https://community.tibco.com/wiki/tibco-analytics-meetup

TIBCO Blogs - Data Science & AI

https://www.tibco.com/blog/category/analytics/© Copyright 2000-2018 TIBCO Software Inc.

Your top TIBCO Community links to bookmark

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Questions & Contact

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Thank you!Heleen Snelting hsneltin@tibco.com@HeleenSnelting

Dan Ropedrope@tibco.com

TIBCO Communitycommunity.tibco.com

TIBCO Exchangecommunity.tibco.com/exchange

Spotfire Trialspotfire.tibco.com/trial

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