This document (including, without limitation, any product roadmap or statement of direction data) illustrates the planned testing, release and

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2 AI and Visual Analytics: Machine Learning in Business Operations Steven Hillion Senior Director, Data Science Anshuman Mishra Principal Data Scientist

3 DISCLAIMER 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. 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 could experience factors that could cause actual results or financial performance to differ materially from those contained in any forward-looking statement made in connection with this presentation. TIBCO does not undertake to update any forward-looking statements that may be made from time to time or on its behalf. This document (including, without limitation, any product roadmap or statement of direction data) illustrates the planned testing, release and availability dates for TIBCO products and services. This document is provided for informational purposes only and its contents are subject to change without notice. TIBCO makes no warranties, express or implied, in or relating to this document or any information in it, including, without limitation, that this document, or any information in it, is error-free or meets any conditions of merchantability or fitness for a particular purpose. This document may not be reproduced or transmitted in any form or by any means without our prior written permission. The material provided is for informational purposes only, and should not be relied on in making a purchasing decision. The information is not a commitment, promise or legal obligation to deliver any material, code, or functionality. The development, release, and timing of any features or functionality described for our products remains at our sole discretion.

4 Key Takeaways AI The rise of Artificial Intelligence and Machine Learning How we do AI at TIBCO Visual Analytics The importance of Visual Analytics AI and Visual Analytics Case Studies and Demonstrations 4

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6 Artificial Intelligence

7 Machine Learning Machine Learning finds patterns in data without human intervention Supervised Model known problems: y=f(x) Build a model that predicts an observed condition What factors are driving failures? Issue: needs lots of labeled data Unsupervised Explore observed data: X only Understand structure, detect anomalies Are there new patterns or failure modes emerging? Big Data more labeled data (rows) / more columns Focus on important variables to explore Visual analytics on the important sub-space Dimension Reduction / Anomaly Detection Hi-Tech Manufacturing millions of columns > reduce dimensionality PCA Autoencoder Single Class SVM

8 AI at TIBCO: TIBCO Spotfire & TIBCO Enterprise Runtime for R Interactive Visuals & Geo-Analytics Data Mashup One-Click Web App Compute & Predictive Analytics Single File Spotfire Data Function Spotfire Expression

9 AI at TIBCO: TIBCO Statistica Data Science Workbench Statistica Data Science Workbench Data ingest, blending, in-db and in-lake processing 1000 s of stats, machine and deep learning Supervised Learning models, ensembles Unsupervised Learning anomaly detection Marketplaces Microsoft Azure ML, Algorithmia, Apervita Open source R, Python, C#, H2O, CNTK Deep NN Model & Rule Lifecycle Management Create workspace, manage, version, deploy, embed Repeatable, GXP validation, audit, version control IoT Dell Certified

10 AI at TIBCO: TIBCO Spotfire Data Science Connected Teams Collaborate on data science projects with business Scalable Algorithms Transform and model across data sources without moving data In-db and in-cluster Python Notebooks, PySpark Spark Auto-Tuning Web Visual Composition Rapid deployment in Cloud and on-premise Amazon, Microsoft Azure EMR, Amazon Redshift

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12 Spotfire Visual Analytics

13 Spotfire Geo-Analytics Contour Trade Area Points in Polygons Copyright TIBCO Software Inc. Route Optimization

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15 AI and Visual Analytics

16 Spotfire (7.x) Using AI: Visualization Recommendation AI for visualization best-practices Analyzes user s data and metadata in conjunction with heuristic rules. Users select variables of interest and Spotfire produces an appropriate visualization for the data. We Have Powered This Using ML! 16

17 Demonstrations Parking Citation Profiling Airline Delays

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