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Palo alto university rotary club talk Sep 29, 2107

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General discussion on what is Artificial Intelligence and its implications for society.

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Palo alto university rotary club talk Sep 29, 2107

  1. 1. calculation | consulting artificial intelligence (TM) c|c (TM) charles@calculationconsulting.com
  2. 2. calculation|consulting Artificial Intelligence (TM) charles@caclulationconsulting.com
  3. 3. calculation | consulting data science leadership Who Are We? c|c (TM) Dr. Charles H. Martin, PhD University of Chicago, Chemical Physics NSF Fellow in Theoretical Chemistry Over 15 years experience in Applied Machine Learning (ML) and AI Developed ML algos for Demand Media; the first $1B IPO since Google Lean Start Ups: Aardvark (acquired by Google), Swoop, … Internet Giants: eHow, eBay, GoDaddy, … Wall Street: BlackRock, GLG, … Fortune 500: Big Pharma, Telecom, … www.calculationconsulting.com charles@calculationconsulting.com (TM) 3
  4. 4. Neural Nets: Popular in the 80s-90s my CPU is a neural net processor; a learning computer c|c (TM) calculation | consulting data science leadership(TM) 4
  5. 5. Neural Nets: Popular in the 80s-90s Arnold takes over the world:AI is crazy dangerous c|c (TM) calculation | consulting data science leadership(TM) 5
  6. 6. What is Artificial Intelligence Today ? deep learning: neural networks c|c (TM) calculation | consulting data science leadership (TM) 6
  7. 7. Academic Roots: Machine Intelligence deep networks: some academic lineage c|c (TM) calculation | consulting data science leadership(TM) 7 Christopher Longuet-Higgins famous UC post-doc, theoretical chemistry / physics 1967 created a new field: Machine Intelligence and Perception Geoff Hinton (Google) Restricted Boltzmann Machines (RBMs, ~1995) Deep Belief Nets (~2005) Yann LeCun (Facebook) Convolutional Neural Networks (CNNs) Deep Belief Nets / Kaggle contest winner (~2006) student post doc ~same thing back then
  8. 8. Academic Roots: Neural Networks neural networks: statistical physics of neurons c|c (TM) calculation | consulting data science leadership(TM) 8
  9. 9. Academic Roots: Neural Networks neural networks: statistical physics of neurons c|c (TM) calculation | consulting data science leadership(TM) 9 Statistical mechanics; new concepts, new problems, new applications Freed, Rice, Light (1972) Wilson -Cowan Model stochastic model of spiking neurons Hopfield (Ising) Model spin glass associative memory Kohonen self-organizing maps
  10. 10. c|c (TM) the AI revolution will be as transformative as the Internet Problems: What can Deep Learning do ? calculation | consulting data science leadership(TM) 10 self driving cars AlphaGo beats the world Go Champion March 2016 The Sputnik Moment for China ?
  11. 11. c|c (TM) the AI revolution will be as transformative as the Internet Problems: What can Deep Learning really do ? calculation | consulting data science leadership(TM) 11 self driving cars
  12. 12. c|c (TM) the AI revolution will be as transformative as the Internet Problems: What can Deep Learning do ? calculation | consulting data science leadership(TM) 12 Internet advertising image classification speech recognition translation semantics chatbots recommendations Medicine error reduction cancer detection diabetic grading drug discovery personalized med Entertainment video games video search interactive toys Security facial recognition video surveillance satellite imaging border security child safety hacking Machines crash avoidance robotics automated factories autonomous cars, trucks, farming boats, drones
  13. 13. c|c (TM) Implications: Medicine ? calculation | consulting data science leadership(TM) 13 Udacity Self Driving Car Class Deep Learning meets / beats doctors on diagnosing diabetic retinopathy
  14. 14. c|c (TM) the AI revolution may eliminate 50% of all jobs ! Implications: Jobs ? calculation | consulting data science leadership(TM) 14 Udacity Self Driving Car Class
  15. 15. c|c (TM) the AI revolution may eliminate 50% of all jobs ! Implications: Jobs ? calculation | consulting data science leadership(TM) 15 Udacity Self Driving Car Class
  16. 16. c|c (TM) the AI revolution may eliminate 50% of all jobs ! Implications: IT Outsourcing ? calculation | consulting data science leadership(TM) 16 Udacity Self Driving Car Class
  17. 17. c|c (TM) the AI revolution will need advanced education and training Implications: Education and Jobs ? calculation | consulting data science leadership(TM) 17 Udacity Self Driving Car Class 5000 employees 1500 open positions 8000 employees AngelList 3,352 companies $4.9M AverageValuation
  18. 18. c|c (TM) the AI revolution will need advanced education and training Implications: Education and Jobs ? calculation | consulting data science leadership(TM) 18 Executive Level Training5000 students in online class Udacity Self Driving Car Class Can we really teach advanced math, physics, and engineering online ?
  19. 19. c|c (TM) the AI revolution will need advanced education and training Implications: Education and Jobs ? calculation | consulting data science leadership(TM) 19
  20. 20. c|c (TM) (TM) Problem: The Cult of the Algorithm calculation | consulting data science leadership 20 what are the dangers of proprietary algos ? “We have an machine learning algo that anticipate your wants and desires and manipulate your actions”
  21. 21. c|c (TM) calculation | consulting data science leadership(TM) 21 “Artificial intelligence is the future, not only for Russian, but for all of humankind. It comes with colossal opportunities, but also threats that are difficult to predict. Whoever becomes the leader in this sphere will become the ruler of the world.” Vladimir Putin
  22. 22. c|c (TM) the AI revolution will need advanced education and training Implications: Education and Jobs ? calculation | consulting data science leadership(TM) 22
  23. 23. c|c (TM) (TM) Problem: The Cult of the Algorithm calculation | consulting data science leadership 23 what are the dangers of proprietary algos ? “We have an machine learning algo that anticipate your wants and desires and manipulate your actions”
  24. 24. (TM) c|c (TM) c | c charles@calculationconsulting.com

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