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Chile: Semantics, Deep Learning,
and the
Transformation of Business
Steve Omohundro, Ph.D.
PossibilityResearch.com
SteveOmohundro.com
SelfAwareSystems.com
http://discovermagazine.com/~/media/Images/Issues/2013/Jan-Feb/connectome.jpg
Economic Impact
Deep Learning
Neats vs. Scruffies
Semantics
The Future
https://www.flickr.com/photos/danielfoster/14758510078/
Multi-Billion Dollar Investments
• 2013 Facebook – AI lab, DeepFace
• 2013 Yahoo - LookFlow
• 2013 Ebay – AI lab
• 2013 Allen Institute for AI
• 2013 Google – DNNresearch, SCHAFT, Industrial Perception,
Redwood Robotics, Meka Robotics, Holomni, Bot & Dolly, Boston
Dynamics
• 2014 IBM - $1 billion in Watson
• 2014 Google - DeepMind $500 million
• 2014 Vicarious - $70 million
• 2014 Microsoft – Project Adam, Cortana
• 2015 Fanuc – Machine Learning for Robotics
• 2015 Toyota – $1 billion AI and Robotics Lab, Silicon Valley
McKinsey: $50 Trillion to 2025
http://www.mckinsey.com/insights/business_technology/disruptive_technologies
http://thismasquerade.me/wp-content/uploads/blogger/-84ftTg_azwY/Um8up3j4zTI/AAAAAAAABJ8/9_-dxg23UaY/s1600/9979402_ml.jpg
AI Knowledge Work: $25 Trillion to 2025
Marketing, ERP, Big Data, Smart Assistants
Internet of Things: $15 Trillion to 2025
100 Billion devices by 2025
Cars, Appliances, Cameras, Meters, Wearables, etc.
https://www.summitbusiness.net/images/Internet.jpg
http://www.forbes.com/sites/gilpress/2014/08/22/internet-of-things-by-the-numbers-market-estimates-and-forecasts/
Robot Manufacturing: $10 Trillion to 2025
Work 24 hours/day
No breaks, food, medical
Don’t quit, get bored, get depressed
Work anywhere
Hazards OK
Don’t leak secrets
Work well with others
Easy to replicate
http://thisisrealmedia.com/2014/06/19/robotics-and-ethics-the-smart-car-by-ron-parlato/
Foxconn Technology Group
• World’s largest contract
manufacturer
• Assembles 40% of all consumer
electronics
• iPhone, iPad, Kindle, Xbox,
Playstation 4, etc.
• 1.3 million employees, $8K
salary
• Employee suicides
• “Foxbot” robots, cost $25K, 2nd
generation now
• Building 30K robots/year
http://www.tomshardware.com/news/foxcponn-apple-iphone-ipad-robot,19088.html
420 Chinese Robot Companies
http://thestack.com/china-robot-market-overstimulated-291014 http://www.reuters.com/article/2014/10/28/china-robots-idUSL3N0RB2WX20141028
1500 Dongguan “Robot Replace Human” factories
March 2015: China Brain
http://www.scmp.com/lifestyle/technology/article/1728422/head-chinas-google-wants-country-take-lead-developing
Robin Li Yanhong, CEO of Baidu proposed a state-level
Chinese initiative to develop AI
“comparable to the Apollo space programme”.
https://osuwmcdigital.osu.edu/sitetool/sites/urologypublic/images/Robotics/robotic_surgery_table.jpg
Health Care: $10 Trillion to 2025
Robot surgery, medical records, AI diagnosis
Self-Driving Vehicles: $10 Trillion by 2025
Disrupt Dealers, Insurance, Parking, Finance, Trucking, Taxis
10 million jobs
http://zackkanter.com/2015/01/23/how-ubers-autonomous-cars-will-destroy-10-million-jobs-by-2025/
http://www.theverge.com/2014/5/28/5756852/googles-self-driving-car-isnt-a-car-its-the-future
Tesla: “Autopilot” mode
http://zackkanter.com/2015/01/23/how-ubers-autonomous-cars-will-destroy-10-million-jobs-by-2025/http://www.flickr.com/photos/quikbeam/6896564084/
Google: Fully Self-Driving in 2020
Mercedes, GM, Volvo, Apple, Uber,…
http://en.wikipedia.org/wiki/Autonomous_car
https://d185ox70mr1pkc.cloudfront.net/post_image_teaser/1403883171000-uber-force.png
World’s largest job creator: 50,000 per month
http://www.businessinsider.com/uber-offering-50000-jobs-per-month-to-drivers-2015-3
Uber valuation: $51 billion, 20% of fares
http://www.wsj.com/articles/ubers-new-funding-values-it-at-over-41-billion-1417715938
Center for research on self-driving cars
http://bits.blogs.nytimes.com/2015/02/02/uber-to-open-center-for-research-on-self-driving-cars/?_r=0
36 second wait, $.50/mile, 100% of fares
http://zackkanter.com/2015/01/23/how-ubers-autonomous-cars-will-destroy-10-million-jobs-by-2025/
http://airwolf3d.com/wp-content/uploads/2012/05/3d-printer-v.5.5-airwolf3d1.jpg
3D Printing: $2 Trillion by 2025
April 2014: Chinese WinSun 3D printed
10 houses, 2100 sq ft, $4800
http://m.newsru.co.il/realty/20jan2015/3d_house_i101.html
WinSun 3D printed 12,000 sq ft villa
http://3dprint.com/38144/3d-printed-apartment-building/
US Building construction: $1 Trillion/yr
5.8 million employees
https://venturescannerinsights.files.wordpress.com/2015/01/artificial-intelligence-map.jpg
https://venturescannerinsights.files.wordpress.com/2015/09/ai4.jpeg
Deep Learning Neural Nets
http://www.nicta.com.au/content/uploads/2015/02/deep.jpg
Deep Learning Successes
• Speech Recognition TIMIT 2009: Cortana,
Skype, Google Now, Siri, Baidu, Nuance, etc.
• Image Recognition ImageNet 2012
• Image Captioning 2014
• Natural Language: Sentiment 2013,
Translation 2014, Semantics 2014
• Drug Discovery: Merck Challenge 2012
• DeepMind 49 Atari Video Games 2015
http://www-formal.stanford.edu/jmc/history/dartmouth/dartmouth.html
• Natural Language
• Neural Nets
• Self-Improvement
• Abstraction
• Creativity
1955: “Artificial Intelligence” proposed
“Neats” vs. “Scruffies”
http://news.stanford.edu/news/2003/june18/mccarthy-618.html http://www.bbc.co.uk/timelines/zq376fr
1963: John McCarthy
Stanford AI Lab
Mathematically Precise
Thinking = Logical Inference
Semantic Representations
1963: Marvin Minsky
MIT MAC AI Group
Self-Organized
Adaptive Elements
Machine Learning
Emergent Semantics
1957: Rosenblatt’s “Perceptron”
http://www.rutherfordjournal.org/article040101.html
“The embryo of an
electronic computer that [the
Navy] expects will be able to
walk, talk, see, write,
reproduce itself and be
conscious of its existence."
https://en.wikipedia.org/wiki/Perceptron
https://upload.wikimedia.org/wikipedia/commons/3/31/Perceptron.svg
http://bio3520.nicerweb.com/Locked/chap/ch03/3_11-neuron.jpg
1969: Perceptrons can’t do XOR!
http://www.i-programmer.info/images/stories/BabBag/AI/book.jpg
Minsky & Papert
https://constructingkids.files.wordpress.com/2013/05/minsky-papert-71-csolomon-x640.jpg
http://hyperphysics.phy-astr.gsu.edu/hbase/electronic/ietron/xor.gif
Multilayer Neural Nets
http://opticalengineering.spiedigitallibrary.org/article.aspx?articleid=1714547
Backpropagation
1986 Rumelhart
(1963 Bryson
1974 Werbos)
Deep Learning
2007 Hinton
(1989 LeCun
1992 Schmidhuber)
http://www.nature.com/polopoly_fs/7.14689.1389093731!/image/deep-learning-graphic.jpg_gen/derivatives/landscape_400/deep-learning-graphic.jpg
“Neat” Software Compiler
Source
Code
Lexical
Analysis
Parsing
Semantic
Analysis
Code
Generation
Code
Optimization
“Neat” Language Translator?
Tokenization Stemming Tagging
Parsing
Logical
Representation
Translation
http://www.amazon.com/Comprehensive-Grammar-English-Language-General/dp/0582517346/ref=sr_1_2
1957 Chomsky Grammar
"English as a Formal Language". In: Bruno Visentini (ed.): Linguaggi
nella società e nella tecnica. Mailand 1970, 189–223.
1970 Montague Semantics
1792 Pages!
http://www.espressoenglish.net/order-of-adjectives-in-english/
Linguistic Rules are Complicated!
http://www.computer.org/csdl/mags/ex/2009/02/mex2009020008-abs.html
http://www.mitpressjournals.org/doi/abs/10.1162/coli.2006.32.4.527#.VjWP0_mfM-U
2006: Simple n-gram
models with lots of data
beat complicated hand
built linguistic models!
2009: And data is cheap
and plentiful!
Much cheaper than
linguists or programmers!
1962: Roger Shepard Cognitive Geometry
http://link.springer.com/article/10.1007/BF02289630
https://psychlopedia.wikispaces.com/mental+rotation
Word2Vec – Mikolov 2013
• Distributional Semantics – Firth 1957
• Represent words by vectors
• Close vectors represent similar contexts
• Certain relations represented by translation:
King – Man + Woman = Queen
• Also tense, temperature, location, plurals,…
http://deeplearning4j.org/word2vec.html
Why? Same context shift for all male -> female
https://drive.google.com/file/d/0B7XkCwpI5KDYRWRnd1RzWXQ2TWc/edit?usp=sharing
2013 Mikolov:
The man ate his lunch.
The king ate his lunch.
The woman at her lunch.
The queen ate her lunch.
More Semantic Relations
• Paris – France + Italy = Rome
• Human – Animal = Ethics
• Obama – USA + Russia = Putin
• Library – Books = Hall
• Biggest – Big + Small = Smallest
• Ethical – Possibly + Impossibly = Unethical
• Picasso – Einstein + Scientist = Painter
• Forearm – Leg + Knee = Elbow
• Architect – Building + Software = Programmer
https://code.google.com/p/word2vec/
http://byterot.blogspot.com/2015/06/five-crazy-abstractions-my-
deep-learning-word2doc-model-just-did-NLP-gensim.html
http://arxiv.org/pdf/1301.3781.pdf
http://deeplearning4j.org/word2vec.html
Marr’s “Neat” Vision Pipeline
http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/GOMES1/marr.html
http://www.amazon.com/Vision-Computational-Investigation-Representation-Information/dp/0262514621/ref=sr_1_2
Deep Neural Net Face Recognition
Google FaceNet, June 2015
Record accuracy 99.63% on Labeled Faces in the Wild dataset
Cuts best previous error rate by 30%
22 layer feedforward net, 140M weights, 1.6 GFLOP/image, conv/pool/norm
Trained on triples pushing same faces together, different apart
http://arxiv.org/abs/1503.03832
https://github.com/cmusatyalab/openface
CMU OpenFace, Oct. 2015
Open Source version of FaceNet
84.83% accuracy, <.1 training faces
Cheap Cameras
+
Face Recognition
+
Body Recognition
=
Brin’s “Transparent Society”
http://www.ebay.com/sch/i.html?_nkw=cmos+image+sensor&_sop=15http://www.aliexpress.com/cheap/cheap-image-sensor-module.html
$3.20 on Alibaba $2.95 on ebay
http://fossbytes.com/facebook-can-now-recognize-you-in-photos-without-even-seeing-your-face/
http://thenextweb.com/dd/2015/10/15/watch-this-open-source-program-recognize-faces-in-real-time/
https://www.newscientist.com/article/mg21528835-600-cameras-know-you-by-your-walk/
http://www.amazon.com/Transparent-Society-Technology-Between-Privacy/dp/0738201448/ref=sr_1_1
https://github.com/Newmu/dcgan_code/tree/gh-pages
Biological Networks are Recurrent
Gene network
Chromosome 22
Human Metabolome
Brain Connectome
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0028213#pone-0028213-g010
https://41.media.tumblr.com/tumblr_m5l6rzIqwc1r1171mo1_1280.jpg
https://en.wikipedia.org/wiki/Hub_(network_science_concept)
http://karpathy.github.io/2015/05/21/rnn-effectiveness/
Image Classification
Image Captioning
Sentence Sentiment
English->French
Translation
Real-time Video Frame
Classification
Recurrent Net Hallucinates C Code
http://karpathy.github.io/2015/05/21/rnn-effectiveness/
Karpathy: 464MB of C code, 3 layer LSTM, 10 million parameters
The rat escaped.
The rat the cat attacked escaped.
The rat the cat the dog chased attacked escaped.
http://arlingtonva.s3.amazonaws.com/wp-content/uploads/sites/25/2013/12/rat.jpg
NeuralTalk and Walk Demo
https://vimeo.com/146492001
https://www.youtube.com/watch?v=08Cl7ii6viY&feature=youtu.be&t=15m31s
DeepMind Deep-Q Networkshttp://www.nature.com/nature/journal/v518/n7540/full/nature14236.html
Feb. 2015:
49 Atari 2600 Games
Raw pixels
Same net all games
Beat previous Ais
Beat humans on half
May 2015:
3D games
TORCS racing
Beat Ais from pixels
May 2015:
100’s of games
Aerial Drones: $98 Billion by 2025
Delivery, Surveillance, Agriculture, Military, Police
http://mint-tek.com/wp-content/uploads/2015/08/commercialdronesforhire.jpg
http://www.businessinsider.com/the-market-for-commercial-drones-2014-2
http://www.flybestdrones.com/best-5-drones-with-camera-under-50-dollars/
Deep Learning Has Blindspots
http://arxiv.org/abs/1412.1897
Other Issues
• Typically have problems to solve rather than
reinforcement signals
• Want confidence that system solves problem
• Want confidence in no unintended behaviors
• Systems often have to obey legal, corporate,
or design constraints
http://78813809ba6486e732cd-642fac701798512a2848affc62d0ffb0.r60.cf2.rackcdn.com/465DAB1D-1F8E-4164-8D18-3BFD150E02F4.jpg
Technology Needs Semantics!
• Analyzing camera, sensor, weather data
• Better search, question answering, info
• Analysis and optimization of business processes
• Health monitoring, medical diagnosis
• Financial markets trading, stabilization
• Autonomous cars, trucks, boats, subs, planes
• Pollution monitoring and cleanup
• Improved robotic manufacturing
• Software and Hardware design
Approaches to Semantics
• Montague – map into Typed Lambda Calculus
• Denotational – map into CS Domains
• Mathematical – map into Set Theory
• Categorical – map into Category Theory
• Distributional – Statistics of Contexts
http://engineering.missouri.edu/wp-content/uploads/australian-cloudy-sky.jpg
Representation, Encoding, Learning,
Communication, Reasoning
New Possibilities Coming Soon!
PossibilityResearch.com
http://flinttown.com/wp-content/uploads/2015/07/Fireworks.jpg

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