Get more from your Machine Date with Splunk AI and ML
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1) The document discusses how machine learning and artificial intelligence can help organizations gain more insights from their machine data. It highlights common uses of AI and ML in both personal and business contexts. 2) It provides an overview of the relationship between AI, machine learning, and deep learning, and how Splunk's Machine Learning Toolkit can help users build custom analytics solutions. 3) The presentation demonstrates several examples of how organizations are using ML and the Toolkit to solve problems like predictive maintenance, anomaly detection, forecasting, and more.
Get more from your Machine Date with Splunk AI and ML
- 1. © 2019 SPLUNK INC.© 2019 SPLUNK INC. Get More From Your Machine Data with Splunk AI & ML
- 2. © 2019 SPLUNK INC. During the course of this presentation, we may make forward-looking statements regarding future events or the expected performance of the company. We caution you that such statements reflect our current expectations and estimates based on factors currently known to us and that actual events or results could differ materially. For important factors that may cause actual results to differ from those contained in our forward-looking statements, please review our filings with the SEC. The forward-looking statements made in this presentation are being made as of the time and date of its live presentation. If reviewed after its live presentation, this presentation may not contain current or accurate information. We do not assume any obligation to update any forward-looking statements we may make. In addition, any information about our roadmap outlines our general product direction and is subject to change at any time without notice. It is for informational purposes only and shall not be incorporated into any contract or other commitment. Splunk undertakes no obligation either to develop the features or functionality described or to include any such feature or functionality in a future release. Splunk, Splunk>, Listen to Your Data, The Engine for Machine Data, Splunk Cloud, Splunk Light and SPL are trademarks and registered trademarks of Splunk Inc. in the United States and other countries. All other brand names, product names, or trademarks belong to their respective owners. © 2019 Splunk Inc. All rights reserved. Forward-Looking Statements
- 3. © 2019 SPLUNK INC. Why do we need Artificial Intelligence & Machine Learning?
- 4. © 2019 SPLUNK INC. big data predictive maintenance neuronal network data analytics outlier detection statistical analysis machine learning artificial intelligence deep learning regression classification data science natural language processing
- 5. © 2019 SPLUNK INC. What’s the relationship between AI & ML? Artificial Intelligence Machine Learning Deep Learning ► Artificial Intelligence (AI) the self driving car robot vacuum cleaner ► Machine Learning (ML) predicting car demand based on past history ► example given by BMW (.conf18) ► Deep Learning (DL) available e.g. with MLTK Container for TensorFlow
- 6. © 2019 SPLUNK INC. Personal Lives ► Shopping recommendations: predict what customers would like to buy ► Fraud detection: identify fraudulent credit card transactions ► Weather forecast: predict if it will rain or shine tomorrow; estimate daily max/min ML In Our Personal and Professional Lives Business Lives ► IT Operations: forecast future outages ► User Behavior: identify anomalous activities ► IoT: predict future maintenance needs
- 7. © 2018 SPLUNK INC. Humans are good at learning, but we get lost in volume and details…
- 8. © 2019 SPLUNK INC. ► Improve decision-making ► Uncover hidden trends or relationships ► Alert on deviations ► Forecast or anticipate incidents All of this requires diverse data, from across many silos, and often happening in real time. AI & Machine Learning
- 9. © 2019 SPLUNK INC. Run Your Organization in Real Time Data From the Past Real-Time Data Statistical Forecast T – a few days T + a few days Security Operations Center IT Operations Center Business Operations Center Predictive (Models) Historical Reporting (BI Tools, Data Lakes) Grey space
- 10. © 2019 SPLUNK INC. MACHINE LEARNING TOOLKIT
- 11. © 2019 SPLUNK INC. The ML Process Access and explore data Select and fit an algorithm, generating a model Apply and validate models Surface model to consumers to solve problems Operationalize
- 12. © 2019 SPLUNK INC. Splunk Machine Learning Tour
- 13. © 2019 SPLUNK INC. o Predict Service Health Score Predicting Churn o Predicting Events o Trend Forecasting o Detecting influencing entities o Early warning of failure Anomaly detection Predictive Analytics Clustering Splunk Customers Want Answers from their Data o Deviation from past behavior o Deviation from peers o (aka Multivariate AD or Cohesive AD) o Unusual change in features o ITSI MAD Anomaly Detection o Identify peer groups o Event Correlation o Reduce alert noise o Behavioral Analytics o ITSI Event Analytics
- 14. © 2019 SPLUNK INC. Search Third-Party Applications Smartphones and Devices Tickets Email Send an email File a ticket Send a text Flash lights Trigger process flow Sense and Respond Search Can Use Machine Learning OT Industrial Assets Consumer and Mobile Devices Alert IT Real Time
- 15. © 2019 SPLUNK INC. ► Assistants: Guided model building, testing and deployment ► Showcases: Interactive examples for typical IT, security, business and IoT use cases ► Algorithms: 30+ standard algorithms included with the Toolkit ► ML Commands: New SPL commands to fit, test and operationalize models ► Python for Scientific Computing Library: Access to 300+ open source algorithms Splunk Machine Learning Toolkit Extends Splunk functionality and provides a guided modeling environment Build custom analytics for any use case
- 16. © 2019 SPLUNK INC. Custom Machine Learning – Success Formula Identify use cases Drive decisions Set business/ops priorities SPL Data prep Statistics/math background Algorithm selection Model building Splunk ML Toolkit facilitates and simplifies via examples and guidance Operational success Data Science Expertise Splunk Expertise Domain Expertise (IT, Security…)
- 17. © 2019 SPLUNK INC. Splunk AI Powered by ML PLATFORM SEARCH PACKAGED SPLUNK PREMIUM SOLUTIONS SPLUNK MACHINE LEARNING TOOLKIT
- 18. © 2019 SPLUNK INC. Platform Search Includes Machine Learning Search is a powerful and highly flexible interface built with ML
- 19. © 2019 SPLUNK INC. Splunk IT Service Intelligence Get Data Define services, entities and KPIs Monitor and troubleshoot Analyze and detect Data-Defined, Data-Driven Service Insights Adaptive Thresholds and Anomaly Detection
- 20. © 2019 SPLUNK INC. Splunk IT Service Intelligence
- 21. © 2019 SPLUNK INC. Anomalous Behavior Risky Users Unknown Threats Splunk User Behavior Analytics An out-of-the-box solution that helps organizations find with the use of machine learning
- 22. © 2019 SPLUNK INC. Splunk User Behavior Analytics
- 23. © 2019 SPLUNK INC. Example of MLTK powered DGA App for Splunk Detect Malicious Domain Names using Machine Learning
- 24. © 2017 SPLUNK INC. Improve Scale and Performance Enhanced Collaboration Easier Exploration and Experimentation New Splunk MLTK Container for TensorFlow New Splunk MLTK Connector for Apache Spark New Splunk Community for MLTK Algorithms on GitHub ANNOUNCING Splunk Machine Learning Toolkit 4.0
- 25. © 2019 SPLUNK INC. Demo
- 26. © 2019 SPLUNK INC. Use Case and Customer Story
- 27. © 2019 SPLUNK INC. Zero to ML in One Month Using Splunk MLTK to predict traffic patterns for tomorrow…or next week Voice or Text? Conducting intuitive data querying with Splunk Natural Language Search Predicting Machine Maintenance Before Incidents Streamlining plant-floor operations with Splunk IoT BMW Pursuing a Path of Digital Innovation with Splunk Visualizing Plant Floor Operations Predictive Maintenance Forecasting Traffic
- 28. © 2019 SPLUNK INC. Wrap Up
- 29. © 2019 SPLUNK INC. 1. Growing data volume and complexity 2. ML improves decision making and can uncover hidden trends 3. Free MLTK brings the world of data science and its huge potential to Splunk Key Takeaways
- 30. © 2018 SPLUNK INC. 4 Days of Innovation 350 Education Sessions 20 Hours of Networking “Hands down the most beneficial and attendee focused conference I have attended!” – Michael Mills, Senior Consultant, Booz Allen Hamilton sign up for notifications @ conf.splunk.com .conf19 October 21-24, 2019 Splunk University October 19-21, 2019 Las Vegas, NV The Venetian Sands Expo
- 31. © 2019 SPLUNK INC.© 2019 SPLUNK INC. Thank You. Thank You.