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AI TRENDS TOWARDS A DRIVERLESS WORLD
SUDHA	
  JAMTHE,	
  CEO	
  IoTDisrup5ons	
  &	
  Stanford	
  CSP	
  	
  
AI	
  OpenPower	
  Meetup,	
  CA,	
  USA	
  March	
  25th,	
  2018	
  
IoTDisruptions.com © 2018 Sudha Jamthe
Image: bigthink.com
SUDHA JAMTHE Background
2
CEO IoTDisruptions, Technology Futurist
Continuing Studies Instructor
Driverlesscarbook.com @sujamthe
Driving the vision of a Driverless World.
WHAT IS THE DRIVERLESS WORLD?
3IoTDisruptions.com @sujamthe
THE DRIVERLESS WORLD = IoT MEETS AV
DW
Home
Entertain
ment
Health
Work
4
Car Cognition
Robots & Smart
Mobility (MAAS)
Smart City Infrastructure
Digitization of
self & our
health
Voice engagements
Fleet optimization
© Sudha Jamthe
Car TelematicsV2V, V2I and B2V
machine communications
IoTDisruptions.com DriverlessWorldsSchool.com @sujamthe
AI COMPANIES LANDSCAPE
5
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
WHAT IS STATE OF AI TECHNOLOGY?
6IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
AI TECHNOLOGY SPECTRUM
7
Machine Learning
& Deep Learning
Cognitive
IoT
AR/VR
Voice to Text
Text to Speech
Facial
Recognition
Computer Vision
NLP
Machine Intelligence
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Copyright: Sudha Jamthe
Machine Learning teaches computers to
develop programs with large volume of
data and drive decisions without human
intervention.
8IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Works by Building Data Models (a
geometric shape of data*)
image: Techemregence Gaussian mixture model
Training
Data &
Factors
Predict
Outcomes
to make
decisions
9IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Types of AI
1. Supervised (A-B type Machine Learning)
– Get Training Data, Define factors, Remove biases
2. Unsupervised Learning aka Deep Mining (Neural Networks)
- less factors, train same architecture for generic problem solving.
3. Reinforced Learning
- Repeated learning based on a reward.
4. Transfer Learning
- AI trained on one data set transfer learning to a different problem
10IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Building Products with Machine Learning
11IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Pick a Machine Learning Platform
(TensorFlow, ScikitLearn, Theano, Spark Mlib, H20)
Develop the right stats model (decision tree, nearest neighbor,
neural net, support vector machine) and Fit the data using right
learning procedure ( linear regression, gradient descent, boosting,
nagging)
Develop Training Data & Fit
(bias and variance, overfitting and underfitting, missing
data, data leakage)
Defining a ML Service into a Product
(Identity, Data Governance, Algorithmic accuracy/
Compliance for industry)
© Sudha Jamthe
ML
Engineer
ML
Researcher
ML Product
Manager
AI TRENDS TOWARDS
THE DRIVERLESS
WORLD
1
2
IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
1. RECOMMENDATION ENGINES & SPAM FILTERS
13IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
2. Facial recognition with Deep Learning
Source: https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78
Credit: Adam Geitgey @ageitgey
1
4
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
3. Person Identification
Source Nest.com and Nest Lab
NestCam sends a notification
when it spots a person
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
1
6
4. Biometrics: Fingerprinting
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
5. VOICE IN THE HOME AND CAR
IOTDisruptions.com #IoTAI @sujamthe 17
1
8
Objects spotted – Traffic signs, cars, people
6. CAR COGNITION
IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
1
9
7. Cognitive IoT using Computer Vision
Image: Sudha Jamthe
Yumu, Collaborative Industrial Arm, ABB
Nanobots detect and kill cancer cellsKnightscope, Security Robots
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
8. DEEP LEARNING IN HEALTHCARE
IOTDisruptions.com #IoTAI @sujamthe 20
Deepmind (Google), predict Kidney
problems
Mind Controlled Robotic Arm
Nanobots detect and kill cancer cells
Image: cnn.com
BigAu Teddy with Watson IoT
9. CAR AI + TELEMATICS
21
Ref: https://newsroom.intel.com/newsroom/wp-content/uploads/.../passenger-economy.pdf
IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
10. V2V, V2I ,V2B COMMUNICATIONS
22IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
Image: Nissan
Brain controlled car from Nissan
REFERENCE
2
3
• api.ai, Cogito, DataSift, iSpeech, Microsoft Project Oxford,
Mozscape, and OpenCalais.
• Tensorflow
• IBM Watson
• aws.amazon.com/machine-learning/
• Comparison of Machine Learning Types
• How to become a ML Engineer?
IoTDisruptions.com #IoTAI @sujamthe
24IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Source: blog.sas.com
Reference: IBM OpenPower AI Hardware
2
5
https://www.ibm.com/us-en/marketplace/power-systems-ac922
IoTDisruptions.com #IoTAI @sujamthe
Connect with me!
Slides: slideshare.com/sujamthe
Twitter: @sujamthe
Newsletter: iotdisruptions.com
Online courses: (from April 9 2018)
http://driverlessworldschool.com
Books: http://bit.ly/sudhajamthe
26IoTDisruptions.com #IoTAI @sujamthe

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Ai trends towards a driverless world for ai open power meetup silicon vally march 2018

  • 1. 1 AI TRENDS TOWARDS A DRIVERLESS WORLD SUDHA  JAMTHE,  CEO  IoTDisrup5ons  &  Stanford  CSP     AI  OpenPower  Meetup,  CA,  USA  March  25th,  2018   IoTDisruptions.com © 2018 Sudha Jamthe Image: bigthink.com
  • 2. SUDHA JAMTHE Background 2 CEO IoTDisruptions, Technology Futurist Continuing Studies Instructor Driverlesscarbook.com @sujamthe Driving the vision of a Driverless World.
  • 3. WHAT IS THE DRIVERLESS WORLD? 3IoTDisruptions.com @sujamthe
  • 4. THE DRIVERLESS WORLD = IoT MEETS AV DW Home Entertain ment Health Work 4 Car Cognition Robots & Smart Mobility (MAAS) Smart City Infrastructure Digitization of self & our health Voice engagements Fleet optimization © Sudha Jamthe Car TelematicsV2V, V2I and B2V machine communications IoTDisruptions.com DriverlessWorldsSchool.com @sujamthe
  • 5. AI COMPANIES LANDSCAPE 5 IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 6. WHAT IS STATE OF AI TECHNOLOGY? 6IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
  • 7. AI TECHNOLOGY SPECTRUM 7 Machine Learning & Deep Learning Cognitive IoT AR/VR Voice to Text Text to Speech Facial Recognition Computer Vision NLP Machine Intelligence IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe Copyright: Sudha Jamthe
  • 8. Machine Learning teaches computers to develop programs with large volume of data and drive decisions without human intervention. 8IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 9. Machine Learning Works by Building Data Models (a geometric shape of data*) image: Techemregence Gaussian mixture model Training Data & Factors Predict Outcomes to make decisions 9IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 10. Types of AI 1. Supervised (A-B type Machine Learning) – Get Training Data, Define factors, Remove biases 2. Unsupervised Learning aka Deep Mining (Neural Networks) - less factors, train same architecture for generic problem solving. 3. Reinforced Learning - Repeated learning based on a reward. 4. Transfer Learning - AI trained on one data set transfer learning to a different problem 10IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 11. Building Products with Machine Learning 11IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe Pick a Machine Learning Platform (TensorFlow, ScikitLearn, Theano, Spark Mlib, H20) Develop the right stats model (decision tree, nearest neighbor, neural net, support vector machine) and Fit the data using right learning procedure ( linear regression, gradient descent, boosting, nagging) Develop Training Data & Fit (bias and variance, overfitting and underfitting, missing data, data leakage) Defining a ML Service into a Product (Identity, Data Governance, Algorithmic accuracy/ Compliance for industry) © Sudha Jamthe ML Engineer ML Researcher ML Product Manager
  • 12. AI TRENDS TOWARDS THE DRIVERLESS WORLD 1 2 IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
  • 13. 1. RECOMMENDATION ENGINES & SPAM FILTERS 13IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 14. 2. Facial recognition with Deep Learning Source: https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78 Credit: Adam Geitgey @ageitgey 1 4 IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 15. 3. Person Identification Source Nest.com and Nest Lab NestCam sends a notification when it spots a person IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 16. 1 6 4. Biometrics: Fingerprinting IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 17. 5. VOICE IN THE HOME AND CAR IOTDisruptions.com #IoTAI @sujamthe 17
  • 18. 1 8 Objects spotted – Traffic signs, cars, people 6. CAR COGNITION IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
  • 19. 1 9 7. Cognitive IoT using Computer Vision Image: Sudha Jamthe Yumu, Collaborative Industrial Arm, ABB Nanobots detect and kill cancer cellsKnightscope, Security Robots IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 20. 8. DEEP LEARNING IN HEALTHCARE IOTDisruptions.com #IoTAI @sujamthe 20 Deepmind (Google), predict Kidney problems Mind Controlled Robotic Arm Nanobots detect and kill cancer cells Image: cnn.com BigAu Teddy with Watson IoT
  • 21. 9. CAR AI + TELEMATICS 21 Ref: https://newsroom.intel.com/newsroom/wp-content/uploads/.../passenger-economy.pdf IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe
  • 22. 10. V2V, V2I ,V2B COMMUNICATIONS 22IoTDisruptions.com http://bit.ly/driverlessworld @sujamthe Image: Nissan Brain controlled car from Nissan
  • 23. REFERENCE 2 3 • api.ai, Cogito, DataSift, iSpeech, Microsoft Project Oxford, Mozscape, and OpenCalais. • Tensorflow • IBM Watson • aws.amazon.com/machine-learning/ • Comparison of Machine Learning Types • How to become a ML Engineer? IoTDisruptions.com #IoTAI @sujamthe
  • 25. Reference: IBM OpenPower AI Hardware 2 5 https://www.ibm.com/us-en/marketplace/power-systems-ac922 IoTDisruptions.com #IoTAI @sujamthe
  • 26. Connect with me! Slides: slideshare.com/sujamthe Twitter: @sujamthe Newsletter: iotdisruptions.com Online courses: (from April 9 2018) http://driverlessworldschool.com Books: http://bit.ly/sudhajamthe 26IoTDisruptions.com #IoTAI @sujamthe