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10/20/2017 Women in Big Data Event Hashtags: #IamAI, #WiBD
Oct 18th AI Connect Speakers
WiBD Introduction & DL Use Cases
Renee Yao
Product Marketing Manager,
Deep Learning and Analytics
NVIDIA
Deep Learning Workflows (w/ a demo)
Kari Briski
Director of Deep Learning
Software Product
NVIDIA
Deep Learning in Enterprise
Nazanin Zaker
Data Scientist
SAP Innovation Center Network
Renee Yao
Product Marketing Manager, NVIDIA
AI CONNECT
Agenda
AI Connect
• 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
February Apache Hadoop
Training @ Cloudera
May Apache Drill and
Apache Spark @ MapR
June Career Empowerment
@ Andreessen Horowitz
June @ Spark Summit
June @ Hadoop SummitMarch @ Strata+Hadoop
World SJ
10/20/2017 Women in Big Data Event Hashtags: #IamAI, #WiBD
10/20/2017 Women in Big Data Forum
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
Join us
Event Hashtags: #IamAI, #WiBD
Renee Yao | NVIDIA Product Marketing Manager, DL and Analytics
Oct 2017 | Women in Big Data Meetup, AI Connect
AI CONNECT
7
GPU COMPUTING
Gaming
NVIDIA
The World’s Leading AI Supercomputing Company
VR AI & HPC Self-Driving Cars
Twitter: @ReneeYao1
8
GPU COMPUTING AT THE HEART OF AI
New Advancements Leapfrog Moore’s Law
Performance Beyond Moore’s Law Big Bang of Modern AI
Twitter: @ReneeYao1
9
DEEP LEARNING INDUSTRIES
Twitter: @ReneeYao1
Fashion
RETAILHEALTHCARE MANUFACTUREAGRICULTURE
$
FINANCIAL SERVICES RECYCLYINGINSURANCE
AI Now. For Every Industry.
10
Twitter: @ReneeYao1
Best Service Offering Digital Assistance Account Security
BREAKTHROUGH CUSTOMER SERVICES
“ 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
BREAKTHROUGH CUSTOMER SERVICES
11
Twitter: @ReneeYao1
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/
Twitter: @ReneeYao1
12
Twitter: @ReneeYao1
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
Twitter: @ReneeYao1
13
Twitter: @ReneeYao1
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
Twitter: @ReneeYao1
14
Twitter: @ReneeYao1
$25 Billion Spent Each Year 3 Billion Pounds of Herbicides 250 Species of Resistant Weeds
BREAKTHROUGH CUSTOMER SERVICES
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.
DEEP LEARNING FOR AGRICULTURE
15
Twitter: @ReneeYao1Twitter: @ReneeYao1
Intelligent Weeding in Cotton
Computer Vision & ML
for Seed & Spray Equipment
• 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
DEEP LEARNING FOR AGRICULTURE
Make Every Plant Count
Verify and LearnSense and Decide Act
6-8 mph 8-12 rows 0-12 inches
speed of tractor,
operated by 1
person, as it pulls
the machine
through the field
of cotton
covered
simultaneously
in one pass by a
30-foot machine
range of cotton
sizes for which
See & Spray can
be used
16
Twitter: @ReneeYao1Twitter: @ReneeYao1
DL FOR RECYCLING
AI | Computer Vision | Robotic Revolution
• 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
17
Twitter: @ReneeYao1Twitter: @ReneeYao1
DL FOR MANUFACTURE
AI | Computer Vision | Robotic Revolution
Upload Parts
Add to Estimation
Match Parts w/ Suppliers
Track Your Product
Receive 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.”
Nazareth Ekmekjian,
Piaggio Fast Forward
18
Twitter: @ReneeYao1Twitter: @ReneeYao1
DEEP LEARNING FOR FASHION SPOTTING
Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty
-Financial Times, July 2017
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)
19
Twitter: @ReneeYao1Twitter: @ReneeYao1
DEEP LEARNING FOR FASHION SPOTTING
Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty
-Financial Times, July 2017
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
20
Twitter: @ReneeYao1
SELECTED DEEP LEARNING USE CASES
Twitter: @ReneeYao1
Fashion
RETAILHEALTHCARE MANUFACTUREAGRICULTURE
$
FINANCIAL SERVICES RECYCLYINGINSURANCE
AI Now. For Every Industry.
21
Twitter: @ReneeYao1
AI RESOURCES
Deep Learning Institute
Training Material
Hands-on Labs
Self-paced Courses
Nanodegree Programs
nvidia.com/DLI
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
Inception
Access to NVIDIA Tech
GPU and AI Experts
Global Marketing/Sales
GPU Venture Introduction
nvidia.com/inception
GTC
GTC Is the Largest and
Most Important Event Of
The Year For GPU
Developers
gputechconf.com
AI RESOURCES
Deep Learning In Industries

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Deep Learning In Industries

  • 1. 10/20/2017 Women in Big Data Event Hashtags: #IamAI, #WiBD Oct 18th AI Connect Speakers WiBD Introduction & DL Use Cases Renee Yao Product Marketing Manager, Deep Learning and Analytics NVIDIA Deep Learning Workflows (w/ a demo) Kari Briski Director of Deep Learning Software Product NVIDIA Deep Learning in Enterprise Nazanin Zaker Data Scientist SAP Innovation Center Network
  • 2. Renee Yao Product Marketing Manager, NVIDIA AI CONNECT
  • 3. Agenda AI Connect • 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 February Apache Hadoop Training @ Cloudera May Apache Drill and Apache Spark @ MapR June Career Empowerment @ Andreessen Horowitz June @ Spark Summit June @ Hadoop SummitMarch @ Strata+Hadoop World SJ 10/20/2017 Women in Big Data Event Hashtags: #IamAI, #WiBD
  • 4. 10/20/2017 Women in Big Data Forum 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 Join us Event Hashtags: #IamAI, #WiBD
  • 5.
  • 6. Renee Yao | NVIDIA Product Marketing Manager, DL and Analytics Oct 2017 | Women in Big Data Meetup, AI Connect AI CONNECT
  • 7. 7 GPU COMPUTING Gaming NVIDIA The World’s Leading AI Supercomputing Company VR AI & HPC Self-Driving Cars Twitter: @ReneeYao1
  • 8. 8 GPU COMPUTING AT THE HEART OF AI New Advancements Leapfrog Moore’s Law Performance Beyond Moore’s Law Big Bang of Modern AI Twitter: @ReneeYao1
  • 9. 9 DEEP LEARNING INDUSTRIES Twitter: @ReneeYao1 Fashion RETAILHEALTHCARE MANUFACTUREAGRICULTURE $ FINANCIAL SERVICES RECYCLYINGINSURANCE AI Now. For Every Industry.
  • 10. 10 Twitter: @ReneeYao1 Best Service Offering Digital Assistance Account Security BREAKTHROUGH CUSTOMER SERVICES “ 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 BREAKTHROUGH CUSTOMER SERVICES
  • 11. 11 Twitter: @ReneeYao1 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/ Twitter: @ReneeYao1
  • 12. 12 Twitter: @ReneeYao1 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 Twitter: @ReneeYao1
  • 13. 13 Twitter: @ReneeYao1 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 Twitter: @ReneeYao1
  • 14. 14 Twitter: @ReneeYao1 $25 Billion Spent Each Year 3 Billion Pounds of Herbicides 250 Species of Resistant Weeds BREAKTHROUGH CUSTOMER SERVICES 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. DEEP LEARNING FOR AGRICULTURE
  • 15. 15 Twitter: @ReneeYao1Twitter: @ReneeYao1 Intelligent Weeding in Cotton Computer Vision & ML for Seed & Spray Equipment • 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 DEEP LEARNING FOR AGRICULTURE Make Every Plant Count Verify and LearnSense and Decide Act 6-8 mph 8-12 rows 0-12 inches speed of tractor, operated by 1 person, as it pulls the machine through the field of cotton covered simultaneously in one pass by a 30-foot machine range of cotton sizes for which See & Spray can be used
  • 16. 16 Twitter: @ReneeYao1Twitter: @ReneeYao1 DL FOR RECYCLING AI | Computer Vision | Robotic Revolution • 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
  • 17. 17 Twitter: @ReneeYao1Twitter: @ReneeYao1 DL FOR MANUFACTURE AI | Computer Vision | Robotic Revolution Upload Parts Add to Estimation Match Parts w/ Suppliers Track Your Product Receive 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.” Nazareth Ekmekjian, Piaggio Fast Forward
  • 18. 18 Twitter: @ReneeYao1Twitter: @ReneeYao1 DEEP LEARNING FOR FASHION SPOTTING Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty -Financial Times, July 2017 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)
  • 19. 19 Twitter: @ReneeYao1Twitter: @ReneeYao1 DEEP LEARNING FOR FASHION SPOTTING Deep Learning Powered Trends Spotting and Analysis for Fashion and Beauty -Financial Times, July 2017 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
  • 20. 20 Twitter: @ReneeYao1 SELECTED DEEP LEARNING USE CASES Twitter: @ReneeYao1 Fashion RETAILHEALTHCARE MANUFACTUREAGRICULTURE $ FINANCIAL SERVICES RECYCLYINGINSURANCE AI Now. For Every Industry.
  • 21. 21 Twitter: @ReneeYao1 AI RESOURCES Deep Learning Institute Training Material Hands-on Labs Self-paced Courses Nanodegree Programs nvidia.com/DLI 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 Inception Access to NVIDIA Tech GPU and AI Experts Global Marketing/Sales GPU Venture Introduction nvidia.com/inception GTC GTC Is the Largest and Most Important Event Of The Year For GPU Developers gputechconf.com AI RESOURCES

Hinweis der Redaktion

  1. There are no simple answers… …but there is much companies can do to advance gender-equity in Computing and Big Data.: Emphasize that diversity is a valid—and valuable—goal for business. Introduce diversity initiatives and policies. Expand recruitment. Encourage women to speak out (lean in) and pursue leadership roles. Recognize what motivates women (and incentivize it). Foster mentors and role models. And much, much more.   Be part of the solution: Join us today at www.womeninbigdata.org.
  2. Home insurance companies must provide quotes to prospective customers quickly and accurately, but available data is either outdated or can take days to obtain. Cape Analytics uses GPUs to train deep learning models on frequently updated geospatial imagery to detect property features at a massive scale, creating a more accurate and up-to-date data source. Now, insurers can automatically generate accurate quotes for customers—enabling a better understanding of their risk profile, improving efficiency, and providing a better customer experience.
  3. Add imagination and intelligence refrain