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Deep Learning In Industries

Learn how AI is impacting every industry from agriculture to healthcare and how GPU computing is driving the revolution.

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Deep Learning In Industries

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  1. Oct 18thAI Connect Speakers Deep Learning in Enterprise WiBD Introduction & DL Use Cases Deep Learning Workflows (w/ a demo) Nazanin Zaker Data Scientist Renee Yao Kari Briski Product Marketing Manager, Deep Learning and Analytics Director of Deep Learning Software Product SAP Innovation Center Network NVIDIA NVIDIA Event Hashtags: #IamAI, #WiBD 10/20/2017 Women in Big Data

  2. AI CONNECT Renee Yao Product Marketing Manager, NVIDIA

  3. Agenda AI Connect February Apache Hadoop Training @ Cloudera May Apache Drill and Apache Spark @ MapR • 6:00-7:00pm – Registration and Networking • 7:00-7:15pm – “WiBD Introduction & DL Use Cases”, Renee Yao, Product Marketing Manager, Deep Learning and Analytics, NVIDIA • 7:15-7:45pm – “Deep Learning Workflows (with a live demo)”, Kari Briski, Director of Deep Learning Software Product, NVIDIA • 7:45-8:15pm – “Deep Learning in Enterprise” by Nazanin Zaker, Data Scientist, SAP Innovation Center Network • 8:15-8:30pm - Wrap-up & Giveaways March @ Strata+Hadoop World SJ June @ Hadoop Summit June Career Empowerment @ Andreessen Horowitz June @ Spark Summit Event Hashtags: #IamAI, #WiBD 10/20/2017 Women in Big Data

  4. Join us Be Part of The Solution Become a member or a sponsor • Website: womeninbigdata.org • LinkedIn: “Women in Big Data Forum” • Meetup: meetup.com/Women-in-Big-Data-Meetup/ • Twitter: @DataWomen • Video: https://www.youtube.com/channel/UCOaMT7A9SVkeBdvYNxiITVA Event Hashtags: #IamAI, #WiBD 10/20/2017 Women in Big Data Forum

  5. AI CONNECT Renee Yao | NVIDIA Product Marketing Manager, DL and Analytics Oct 2017 | Women in Big Data Meetup, AI Connect

  6. NVIDIA The World’s Leading AI Supercomputing Company AI & HPC Gaming VR Self-Driving Cars GPU COMPUTING 7 Twitter: @ReneeYao1

  7. GPU COMPUTING AT THE HEART OF AI New Advancements Leapfrog Moore’s Law Performance Beyond Moore’s Law Big Bang of Modern AI 8 Twitter: @ReneeYao1

  8. DEEP LEARNING INDUSTRIES AI Now. For Every Industry. Fashion AGRICULTURE HEALTHCARE MANUFACTURE RETAIL $ FINANCIAL SERVICES INSURANCE RECYCLYING 9 Twitter: @ReneeYao1

  9. BREAKTHROUGH CUSTOMER SERVICES BREAKTHROUGH CUSTOMER SERVICES Best Service Offering Digital Assistance Account Security “ Future advancements in machine learning will unlock opportunities for us to create breakthrough consumer experiences in ways we can’t even imagine today..” — Adam Wenchel, VP of AI, Capital One 10 Twitter: @ReneeYao1

  10. AI ENABLES AUTOMATED PROPERTY UNDERWRITING Geospatial Imagery, Computer Vision and Machine Learning A Living Database of The Most Accurate and Up-to-date Property Data Features: Roof Condition, Roof Geometry, Roof Covering Material, Solar Panels, Pool Enclosure, etc CUDA + CUDNN + NVIDIA GPUs • • • • https://capeanalytics.com/ 11 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  11. DEEP LEARNING FOR PORTABLE DIAGNOSTICS Portable Diagnostic Device that Enables Rapid Analytics from a Drop of Blood Problem: $100 billion wasted on treating diseases diagnosed late From a drop: • WBC Counts • Infection • Bacterial vs. Viral • Leukemia • Immuno-suppression • Heart Attack 12 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  12. DEEP LEARNING FOR PORTABLE DIAGNOSTICS Frameworks: Keras and TensorFlow Learning: Supervised – base classifier Unsupervised - labeling Reinforcement – labeling small batch of data Outcome: • In clinical validations, the Athelas device has achieved 100% Clinical Range accuracy for White Blood Cell Counts. • On track to 10,000 devices deployed by end of the year 13 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  13. BREAKTHROUGH CUSTOMER SERVICES DEEP LEARNING FOR AGRICULTURE $25 Billion Spent Each Year 3 Billion Pounds of Herbicides 250 Species of Resistant Weeds With the rise of herbicide-tolerant weeds, there are fewer and fewer effective solutions. Farmers around the world need a new way to address the weed control challenge. 14 Twitter: @ReneeYao1

  14. DEEP LEARNING FOR AGRICULTURE Make Every Plant Count Sense and Decide Act Verify and Learn 10x unlocked chemical options to fight resistant weeds when not spraying crops 90% lower chemical costs when selectively applying herbicide to weeds only $2.5B potential reduction in global herbicide use with sustainable weed control • 0-12 inches range of cotton sizes for which See & Spray can be used 8-12 rows of cotton covered simultaneously in one pass by a 30-foot machine 6-8 mph speed of tractor, operated by 1 person, as it pulls the machine through the field • • Computer Vision & ML for Seed & Spray Equipment Intelligent Weeding in Cotton 15 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  15. DL FOR RECYCLING 1.9 billion tons of waste are generated each year • Only 13% is recycled or recovered • While Wall-B was able to perform 20 picks per minute and could only recognize PET plastic bottles, Max-AI can handle a much wider range of items and at up to four times the previous rate. Previous robotic solution underperformed human capabilities, while Max-AI exceeds them. • Save 80 tons of CO2 or 625 petrol barrows yearly • AI | Computer Vision | Robotic Revolution 16 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  16. DL FOR MANUFACTURE Upload Parts “We were drawn to the idea of on-demand manufacturing and on-demand fabrication as ways to reduce overhead and simplify operations … With MakeTime, it’s easy. You just upload your parts, set your specifications and you’re good to go.” Add to Estimation Match Parts w/ Suppliers Track Your Product Nazareth Ekmekjian, Piaggio Fast Forward Receive Parts AI | Computer Vision | Robotic Revolution 17 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  17. DEEP LEARNING FOR FASHION SPOTTING Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty DL for Better Generalization Details Model Architectures: - In-house Architecture Based on ResNet and DenseNet - In-house Training Methods + Transfer Learning Frameworks: • Keras: Fast Prototyping and Classification Tasks • TensorFlow: Flexibility for More Complex Models (Detection, Segmentation, Metric Learning) -Financial Times, July 2017 18 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  18. DEEP LEARNING FOR FASHION SPOTTING Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty Image Pipeline Details Training Data: • Classification/Localization/Se gmentation: ~1000 training examples per class • 40k in-house images Training: 8 TitanX Pascal Inference: AWS GPU Instance Results: • 96% Accuracy in Precise Localization and Segmentation of Handbags and Clothes -Financial Times, July 2017 19 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  19. SELECTED DEEP LEARNING USE CASES AI Now. For Every Industry. Fashion AGRICULTURE HEALTHCARE MANUFACTURE RETAIL $ FINANCIAL SERVICES INSURANCE RECYCLYING 20 Twitter: @ReneeYao1 Twitter: @ReneeYao1

  20. AI RESOURCES AI RESOURCES Two Days To A Demo Getting Started with AI Is Easier Than You Think. Develop Your First Demo with Jetson developer.nvidia.com/ embedded/twodaystoademo GTC Deep Learning Institute Training Material Hands-on Labs Self-paced Courses Nanodegree Programs nvidia.com/DLI Inception Access to NVIDIA Tech GPU and AI Experts Global Marketing/Sales GPU Venture Introduction nvidia.com/inception GTC Is the Largest and Most Important Event Of The Year For GPU Developers gputechconf.com 21 Twitter: @ReneeYao1

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