SplunkLive! Paris 2018: Splunk And AI 101
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The document presents information on how Splunk utilizes AI and machine learning to enhance decision-making and uncover hidden trends in machine data. It details the functionalities of the Splunk machine learning toolkit, its applications in various sectors, and emphasizes the importance of diverse data for effective analysis. Additionally, it highlights upcoming events and initiatives aimed at expanding the knowledge and capabilities of Splunk users.
SplunkLive! Paris 2018: Splunk And AI 101
- 1. Get More From Your Machine Data With Splunk & AI March | 2018 Adrien Debosschere | Sales Engineer SplunkLive! Paris
- 2. 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. © 2017 Splunk Inc. All rights reserved. Forward-Looking Statements
- 3. Why AI & Machine Learning?
- 4. Humans are good at learning, but we get lost in volume and details…
- 5. ▶ 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. Lots of unstructured, real-time data. Why AI & Machine Learning?
- 6. Run the Business 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
- 8. ▶ Face detection: find faces in images ▶ Spam filtering: identify SPAM messages ▶ Shopping recommendations: predict what customers would like to buy ▶ Fraud detection: identify credit card transactions that may be fraudulent in nature ▶ Weather forecast: predict whether or not it will rain tomorrow; estimate daily max/min ML is All Around You!
- 9. The ML Process Get and explore data Select and fit an algorithm, generating a model Apply and validate models Surface model to consumers to solve problems Problem: <Stuff in the world> causes big time and money expense. Value Hypothesis Solution: Build ML model to forecast <possible incidents>, act pre-emptively and learn Operationalize
- 11. Overview of AI Powered by ML at Splunk CORE PLATFORM SEARCH PACKAGED PREMIUM SOLUTIONS MACHINE LEARNING TOOLKIT
- 12. Search Includes Machine Learning Core platform search is a powerful and highly flexible interface built with ML
- 13. 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
- 14. 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
- 15. ▶ Assistants: Guided model building, testing and deployment for common objectives ▶ Showcases: Interactive examples for typical IT, security, business and IoT use cases ▶ Algorithms: 25+ 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 platform functions and provides a guided modeling environment Build custom analytics for any use case
- 16. 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. Continuous Data Ingest at Scale DevelopVisualize PredictAlertSearch Engineers Data Analysts Security Analysts Business Users Native Inputs TCP, UDP, Logs, Scripts, Wire, Mobile Industrial Data SCADA, AMI, Meter Reads Modular Inputs MQTT, AMQP, COAP, REST, JMS HTTP Event Collector Token Authenticated Events Technology Partnerships Kepware, AWS IoT, Cisco, Palo Alto Maintenance Info Asset Info Data Stores External Lookups/EnrichmentOT Industrial Assets IT Consumer and Mobile Devices Real Time
- 18. 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
- 19. Demo
- 20. Use Cases and Customer Stories
- 21. © 2018 SPLUNK INC. ▶ Real-time enterprise-wide infrastructure monitoring ▶ Robust solution to tear down IT silos and correlate events ▶ Dashboards for different audiences, from problem- solving techs to big-picture managers Leidos Taps Splunk ITSI for Better Event Management “We have so much information at our fingertips thanks to Splunk… we’re constantly solving business problems in creative ways.” – Director of Performance Management, Leidos TECHNOLOGY – IT OPERATIONS
- 22. © 2018 SPLUNK INC. ▶ Using Splunk ES to monitor potential external security breaches and UBA to detect insider threats ▶ Analyst efficiency to gather data and speed security investigations has increased by more than 50 percent ▶ Provides deep understanding of data and reusable correlation rules across all support engineer levels Nasdaq: Keeping Markets Moving “Splunk allows us to have a single skill set that is common across the entire organization. Information security is writing queries but using the same language as our operations team.” – AVP, Nasdaq FINANCIAL SERVICES – SECURITY
- 23. Machine Learning Customer Success Network Incident Detection Service Degradation Detection Security/Fraud Prevention Machine Learning Consulting Services Analytics App Built on ML Toolkit Optimizing operations and business results Predict Gaming Outages Fraud Prevention Entertainment Company Cell Tower Incident Detection Optimize Repair Operations Prioritize Website Issues and Predict Root Cause
- 24. Questions ?
- 25. ▶Save the Date 2018 October 1-4, 2018 ▶ 8,750+ Splunk Enthusiasts ▶ 300+ Sessions ▶ 100+ Customer Speakers Plus Splunk University: ▶ Three Days: September 29-October 1, 2018 ▶ Get Splunk Certified for FREE! ▶ Get CPE credits for CISSP, CAP, SSCP Walt Disney World Swan and Dolphin Resort in Orlando conf .splunk.com SAVE THE DATE!
- 26. © 2018 SPLUNK INC. Thank You! https://www.surveymonkey.com/r/SLParis2018