GPU-Accelerated Interactive Exploratory Analysis for Marketers

Explore Graphical Processing Units (GPUs) and their application to general purpose marketing analytics. Marketers are leveraging GPUs to make databases faster, complex geo-spatial analysis better, and to create visual analytics tools that work with big data. Veda, a Senior Developer Advocate at MapD, will discuss an application of GPU computing: the use of GPUs for performing super fast database operations on big data and implications for marketers.

Transcript

1. © MapD 2018 GPU-Accelerated Interactive Exploratory Analysis for Marketers American Marketing Association, Orange County Veda Shankar, MapD | Sept 15, 2018
2. © MapD 2018 Veda Shankar Sr Developer Advocate , MapD Community veda.shankar@mapd.com slides: https://speakerdeck.com/mapd
3. © MapD 2018 Data Analytics Integral to Business
4. © MapD 2018 Why the Gap Between Expectations and Results?
5. © MapD 2018 Workarounds Can’t Keep Up with Data Growth
6. © MapD 2018 Core Density Makes a Huge Difference
7. © MapD 2018 Advanced Memory Management Three-tier caching to GPU RAM for speed and to SSDs for persistent storage 7 SSD or NVRAM STORAGE (L3) 250GB to 20TB 1-2 GB/sec CPU RAM (L2) 32GB to 3TB 70-120 GB/sec GPU RAM (L1) 24GB to 256GB 1000-6000 GB/sec Hot Data Speedup = 1500x to 5000x Over Cold Data Warm Data Speedup = 35x to 120x Over Cold Data Cold Data COMPUTE LAYER STORAGE LAYER Data Lake/Data Warehouse/System Of Record
8. © MapD 2018 The Analytics Platform Designed for GPU Computing
9. © MapD 2018 MapD System Architecture
10. © MapD 2018 MapD Core: Query Compilation with LLVM
11. © MapD 2018 MapD Immerse: Hybrid Rendering
12. © MapD 2018 © MapD 2018 1 2 DEMO: Discover Insights With MapD Immerse
13. © MapD 2018 The GPU Open Analytics Initiative (GOAI) Seamless data interchange framework in GPU memory 1 3
14. © MapD 2018 The GPU Open Analytics Initiative (GOAI) Creating common data frameworks to accelerate data science on GPUs 1 4 /mapd/pymapd /gpuopenanalytics/pygdf
15. © MapD 2018 MapD 4.0 : Geospatial Highlights
16. © MapD 2018 Categories of common MapD use cases 1 6 Operational Analytics • Thwart Banking Fraud • Scan for Cyber Threats • Fine-tune Advertising • Maintain the Utility Grid Geospatial Analytics • Monitor Networks • Ready Logistics • Forecast Micro-weather Data Science • Model Financial Markets • Predict Maintenance • Predict Staffing Levels
17. © MapD 2018 © MapD 2018 • community.mapd.com Ask questions and share your experiences • mapd.com/cloud Try 14-day free trial, no credit card needed • mapd.com/demos Play with our demos • mapd.com/platform/download-community/ Get our free Community Edition and start playing 17 Next Steps
18. © MapD 2018 THANK YOU Any questions?