hi all. machine learning + artificial intelligence are evolving very rapidly these days. very hard to keep up but heres a major effort to pound the latest headlines into a coherent summary. the media has picked up on the major horserace. a lot is being cast as corporations versus each other, mainly google[f], facebook[g], IBM, Apple, etc… with literally billions of dollars being thrown at it now, at this rate it looks like there is not a lot of question at this moment who is going to have the most cutting edge ML+AI in the near future, and hint, it isnt gonna be universities+academia. its being pitched as the next disruptive technology to hit silicon valley.
have some major qualms about this. there are only a few disruptive technologies per generation. ML+AI does seem to fit in this category but its much more inchoate than eg say web browsers, internet, email, or cell phones. even with good ML+AI its not so clear how to productize/ monetize it, and in a way Google is one of the only companies that has figured out how to do so, and its all based on a few basic concepts: relevant search and matching/ optimizing advertising buyers with ad space wrt ad auctions. and in a way, the relevant search algorithm only indirectly contributes to their bottom line. hearing about IBM putting millions of dollars into Watson research makes me wonder if theres definitely a light at the end of that tunnel. and whether its an oncoming train. etc
advances in this area ML+AI are so diverse and are hard to classify, but key ones tend to be in hardware[b] with talk of specialized systems, natural language processing[c], prediction[d], and biology eg breakthroughs predicted or announced in drug discovery.[e] actually the headlines on drug design are sensational and one wonders if it will be one of the major “killer apps” of ML+AI in the future. there are billions of dollars yearly worldwide riding on drug development, & there is increasing focus on “customization” also in cancer research, and it seems like a great, nearly natural match/ alignment/ niche for ML+AI.
there is a huge amount of fear+warnings+progress reports and its not easy to separate all those out.[i] many predictions for the future including worries about it affecting job rates/ employment.[j] and then theres serious to even grave/ alarmist concerns about its impacts.[k]
lots of edu materials.[l] profiles on leading thinkers/ visionaries/ researchers.[m] advances in understanding the brain tying in with ML+AI technology.[n]
but also talk of inherent limitations.[o]
there are some new contests.[p]
Microsoft had a PR debacle with chatbot Tay picking up bad habits from its ill-intentioned/ nefarious users but it does show how far the field has advanced.[q] then there were still many headlines on the milestone alphago win and another match with another player is being arranged maybe this year.[r]
a major area of innovation is combining ML+AI+ brain imaging technologies to analyze/ understand human thoughts/ emotions in a way (eg high precision, near realtime) that is unprecedented and increasingly revolutionary.[s]
there are many great new books on AI,[t] read a few myself recently in a several months-long binge, was thinking of reviewing a few here but that would take a lot more effort and will wait to do that until my hits on this subject boil over, “lol”. for now, after decades of “not overly impressive/ marginal/ striking” advances in the area, am enjoying and savoring this remarkable moment in the zeitgeist where hype and progress are not entirely disconnected.
& do want to take the moment to highly recommend the very rosy/ optimistic/ pragmatic/ engineering-oriented book by Domingos; its very unusual and serves as a very strong counterpoint/ juxtaposition to the alarm in eg Bostroms book. Domingos has virtually nothing to say about the same topics Bostrom raises and maybe thats not a bug but a feature. (its also striking to compare Bostroms writing essentially/ centering on philosophy to decades old musings of legendary AI nemeses eg Searle on supposedly the same subject; they are nearly diametrically opposed because Bostrom is interested in/ focused restraining superintelligence, and Searle asserts emphatically AI will never happen/ be achievable to begin with… but philosophy can be like that sometimes…)
- a. advance
- b. hardware
- c. NLP
- d. prediction
- e. bio
- f. google
- g. facebook
- h. corp
- i. fear+warning+progress
- j. future
- k. bad
- l. edu
- m. profile
- n. brain
- o. limit
- p. contest
- q. ms tay
- r. alphago
- s. thoughts
- t. book
- 1. Turns out machine learning is a champ at fixing buggy code | PCWorld
- 2. Recognizing correct code | MIT News
- 3. Deep Learning Machine Teaches Itself Chess in 72 Hours, Plays at International Master Level
- 4. Physicists are putting themselves out of a job, using artificial intelligence to run a complex experiment
- 5. AI learns and recreates Nobel-winning physics experiment | TechCrunch
- 6. Fast machine-learning online optimization of ultra-cold-atom experiments : Scientific Reports
- 7. A new system can measure the hidden bias in otherwise secret algorithms | The Verge
- 8. Algorithmic Pricing Is Creating An Arms Race On Amazon’s Marketplace | Co.Exist | ideas + impact
- 9. Man Vs Machine: At Wipro, Artificial Intelligence Is About To Do The Job Of 3000 Engineers
- 10. A Neural Net Colorizes Photos
- 11. Is Terminator back? Russians make major advances in artificial intelligence | Russia Beyond the Headlines
- 12. When big data gets too big, this machine-learning algorithm may be the answer | Computerworld
- 13. A Methodology for the Assessment of AI Consciousness / Porter III
- 14. These are the crazy futuristic cars of Roborace, the world’s first driverless racing series | The Verge
- 15. Hacker Factor: Gender Guesser
- 16. Memory networks: Are we moving towards an end to end ai architecture? — Medium
- 17. The Pentagon is building a ‘self-aware’ killer robot army fueled by social media — INSURGE intelligence — Medium
- 18. An Evolutionary Approach to AI Learning
- 19. Machine Learning as a Service: How Data Science Is Hitting the Masses
- 20. GNU Gneural Network – Do We Need Another Open Source DNN?
- 21. Inside OpenAI, Elon Musk’s Wild Plan to Set Artificial Intelligence Free | WIRED
- 22. Inside the Artificial Intelligence Revolution: Pt. 1 | Rolling Stone
- 23. Inside the Artificial Intelligence Revolution: A Special Report, Pt. 2 | Rolling Stone
- 1. Energy-friendly chip can perform powerful artificial-intelligence tasks | MIT News
- 2. real competition in the Deep Learning hardware space – somatic blog
- 3. [1603.07341] Acceleration of Deep Neural Network Training with Resistive Cross-Point Devices
- 4. Accelerate Recommender Systems With GPUs | Parallel Forall
- 5. Artificial intelligence now fits inside a USB stick
- 6. The self-driving race cars of Roborace will have a brain from Nvidia | The Verge
- 1. How an AI Algorithm Learned to Write Political Speeches | MIT Technology Review
- 2. The Chatbot That’s Acing the Largest Turing test in History
- 3. Thou Shalt Kill: Using Machine Learning Algorithms to Measure Violence in Islamic and other Religious Scriptures | Lefteris Anastasopoulos
- 4. AI solves 100-hat puzzle used in Google job interviews | New Scientist
- 5. Can YOU solve the ‘100 hat riddle’? Google reveals its AI has cracked puzzle it and Goldman Sachs use to spot the super smart in interviews | Daily Mail Online
- 6. Robots could learn human values by reading stories, research suggests | Books | The Guardian
- 7. Artificial Intelligence Will Now Be Doing Legal Research for Law Firms | SnapMunk
- 8. This is what happens when an AI-written screenplay is made into a film | Technology | The Guardian
- 9. Suppressing Extremist Speech: There’s an Algorithm for That! | Foreign Policy
- 10. An AI with 30 Years’ Worth of Knowledge Finally Goes to Work
- 11. Professor reveals to students that his assistant was an AI all along
- 1. Swarm Intelligence: AI Algorithm Predicts the Future
- 2. Claims superwealthy are ALREADY using robo advisors to manage their stocks | Daily Mail Online
- 3. Minority Report-style machines are ‘solving’ crimes BEFORE they happen | Daily Mail Online
- 4. False Positives exhibition’s surveillance photos show crime before it happens | Daily Mail Online
- 5. Israeli firm ‘predicts paedophiles, geniuses and terrorists by their face’ | Daily Mail Online
- 6. Kentucky Derby machine uses ‘swarm intelligence’ to turn $20 bet into $11k | Daily Mail Online
- 7. The Future of Humanity’s Food Supply Is in the Hands of AI | WIRED
- 8. Machines can learn to respond to new situations like human beings would — ScienceDaily
- 9. AI that picked Oscar winners could predict the next President
- 1. Machine-learning technique uncovers unknown features of multi-drug-resistant pathogen | KurzweilAI
- 2. Fighting the Zika virus with the power of supercomputing — ScienceDaily
- 3. IBM’s ‘magic bullet’ could destroy Zika, Ebola AND herpes: Firm enlists Watson supercomputer to combat killer viruses | Daily Mail Online
- 1. AI Is Transforming Google Search. The Rest of the Web Is Next | WIRED
- 2. Google Unveils Neural Network with “Superhuman” Ability to Determine the Location of Almost Any Image
- 3. Google Is Sharing Its Powerful AI With Everyone in Its Cloud | WIRED
- 4. Google launches new machine learning platform | TechCrunch
- 5. Google Is About to Supercharge Its TensorFlow Open Source AI | WIRED
- 6. Google is making its AI binge-read thousands of romance novels to get a little warmer – ScienceAlert
- 7. Google Cloud Platform Blog: Google supercharges machine learning tasks with TPU custom chip
- 8. Google Has Open Sourced SyntaxNet, Its AI for Understanding Language | WIRED
- 9. Google’s Training Its AI to Be Android’s Security Guard | WIRED
- 10. Google Finally Launches a Siri Killer in Pivot Away from Conventional Search
- 11. Google’s Cloud Vision AI – Now We Can All Play
- 12. Research Blog: Announcing Google Research, Europe
- 13. Google’s Artificial Brain Is Pumping Out Trippy—And Pricey—Art | WIRED
- 14. Google’s DeepDream Computers Make Thousands as Artists – Fortune
- 15. Ray Kurzweil is building a chatbot for Google | The Verge
- 1. AI Helps Facebook’s Internet Drones Find Where the People Are | WIRED
- 2. To be more like us, Facebook’s AI is reading itself classic children’s books – Quartz
- 3. The present and future of Facebook Messenger bots – Tech Insider
- 4. Building AI Is Hard—So Facebook Is Building AI That Builds AI | WIRED
- 5. Facebook’s Facial Recognition Software Is Different From The FBI’s. Here’s Why : All Tech Considered : NPR
- 6. Facebook sees its future built on artificial intelligence | Computerworld
- 7. Introducing DeepText: Facebook’s text understanding engine | Engineering Blog | Facebook Code | Facebook
- 8. When Will Computers Have Common Sense? Ask Facebook – Scientific American
- 1. Buying Madbits, Twitter Wants Image-Search Super Powers | WIRED
- 2. The Epic Fail of Hollywood’s Hottest Algorithm — Vulture
- 3. IBM is going to change how we forecast the weather with Watson – Quartz
- 4. IBM To Hold $5 Million Watson Artificial Intelligence Contest – Fortune
- 5. The Race Is On to Control Artificial Intelligence, and Tech’s Future – NYTimes.com
- 6. Clippy’s Back: The Future of Microsoft Is Chatbots
- 7. Microsoft’s AI CaptionBot tries to describe pictures with hilarious results | Daily Mail Online
- 8. Amazon’s Giving Away the AI Behind Its Product Recommendations | WIRED
- 9. The race to monetize artificial intelligence is on | CIO
- 10. Mossberg: Can Apple win the next tech war? | The Verge
- 11. Tech CEOs Declare This the Era of Artificial Intelligence – Fortune
- 12. Apple to unveil ‘SuperSiri’ to take on Amazon and Google in smart assistant wars | Daily Mail Online
- 13. IBM’s Plan To Fight Zika And Other Runaway Viruses With Watson’s Help – Forbes
- 14. Million-dollar babies | The Economist
- 1. Mark Zuckerberg says there’s nothing to fear from artificial intelligence | Project Economy – WMUR Home
- 2. Robots With Us, Or Against Us? Rethinking the Risks Posed by Artificial Intelligence | California Magazine
- 3. WATCH: 5 Top Tech Minds Reveal Hopes and Fears About AI
- 4. Experts reveal how AI could turn evil | Daily Mail Online
- 5. How to Create a Malevolent Artificial Intelligence
- 6. Why No Other Male-Dominated Scientific Field Is More Worrisome Than Artificial Intelligence | Alternet
- 7. Are We Overthinking The Dangers Of Artificial Intelligence? | Gizmodo Australia
- 8. What’s Next for Artificial Intelligence – WSJ
- 9. Everything You Know About Artificial Intelligence is Wrong
- 10. Artificial Intelligence For Better Or Worse?
- 11. Is The Singularity A Religious Doctrine? | The Meaning of Life
- 12. It’s Alive! The Miraculous Resurrection of Artificial Intelligence – SDJ
- 13. ‘Machine learning’: As important as the internet – Business Insider
- 14. The Promise of Artificial Intelligence Unfolds in Small Steps – NYTimes.com
- 15. Artificial Intelligence Is Here To Change Your Life
- 16. Artificial intelligence and language | TechCrunch
- 17. A.I. and Technology Convergence
- 18. Voices clash at first public hearing on self-driving cars | The Verge
- 19. The danger isn’t artificial intelligence – it’s us | Gadgette
- 20. I love you. I will kill you! I want to make love to you: The evolution of AI in pop culture • The Register
- 1. The Technium: Why I Don’t Worry About a Super AI
- 2. When Will The Machines Wake Up? | TechCrunch
- 3. Tech Companies Want AI to Solve Global Warming | MIT Technology Review
- 4. Games of the future will be developed by algorithms, not humans (Wired UK)
- 5. Why AI development is going to get even faster. (Yes, really!) | Mapping Babel
- 6. Alexa, Cortana, and Siri aren’t novelties anymore. They’re our terrifyingly convenient future.
- 7. Expedia Chair Barry Diller: Artificial Intelligence Will Be Travel’s Next Big Thing – Skift
- 8. Preparing for the Future of Artificial Intelligence | whitehouse.gov
- 9. Machines Won’t Replace Us, They’ll Force Us to Evolve
- 10. A Global Arms Race to Create a Superintelligent AI is Looming | Motherboard
- 11. Soon We Won’t Program Computers. We’ll Train Them Like Dogs | WIRED
- 12. Machine ethics: The robot’s dilemma : Nature News & Comment
- 13. When Will The First Machine Become Superintelligent? — AI Revolution — Medium
- 14. The White House Wants to Use Artificial Intelligence to Solve Mass Incarceration
- 15. The White House Is Finally Prepping for an AI-Powered Future | WIRED
- 16. AI & The Future Of Civilization | Edge.org
- 17. Neural networks: Artificial intelligence and our future | TechCrunch
- 18. What should we learn from past AI forecasts? | Open Philanthropy Project
- 19. The Future of Machine Intelligence – O’Reilly Media
- 20. Faster Than Thought: DARPA, Artificial Intelligence, & The Third Offset Strategy « Breaking Defense – Defense industry news, analysis and commentary
- 21. The next AI is no AI | TechCrunch
- 22. Artificial Intelligence for the Next War – The New York Times
- 23. If the Riemann Hypothesis was solved by an AI, how would it feel? : math
- 24. Peek Into the Weird and Wonderful Age of AI (Yes, There’s a Chatbot) | WIRED
- 1. When machines can do any job, what will humans do? Human labor may be obsolete by 2045 — ScienceDaily
- 2. Would you bet against sex robots? AI ‘could leave half of world unemployed’ | Technology | The Guardian
- 3. Will Machines Eliminate Us?
- 4. Artificial intelligence expert: Technology could be ‘really good’ or ‘really not good’ – TODAY.com
- 5. Artificial intelligence will create a ‘useless class’ of humans as machines take over, historian warns | Daily Mail Online
- 6. AI will create ‘useless class’ of human, predicts bestselling historian | Technology | The Guardian
- 7. AI Open Letter – FLI – Future of Life Institute
- 8. [1605.02817] Unethical Research: How to Create a Malevolent Artificial Intelligence
- 9. Fighting malevolent AI: artificial intelligence, meet cybersecurity
- 10. Killer robots are ‘quickly moving toward reality’, expert warns | Daily Mail Online
- 1. Machine Learning: An In-Depth, Non-Technical Guide — Part 3
- 2. Research Blog: Teach Yourself Deep Learning with TensorFlow and Udacity
- 3. Why Enrollment is Surging in Machine Learning Classes | NVDIIA
- 4. Singularity University: The Harvard of Silicon Valley Is Planning for a Robot Apocalypse – The Daily Beast
- 5. Professor Pranksman fools his students with a TA powered by IBM’s Watson | The Verge
- 6. Computer science class fails to notice their TA was actually an AI chatbot
- 7. GitHub – saiprashanths/dl-setup: Instructions for setting up the software on your deep learning machine
- 8. Deep Learning Isn’t a Dangerous Magic Genie. It’s Just Math | WIRED
- 9. Deep Learning NIPS’2015 Tutorial / Hinton, Bengio, LeCun
- 10. Machine Learning: An In-Depth, Non-Technical Guide — Part 5 — InnoArchiTech | Innovation — Data — Technology — Leadership — Medium
- 11. Deep Learning Courses
- 12. Machine-Learning-Group/chat – Gitter
- 13. What I Learned Teaching a Course on Artificial Intelligence (and You Can, Too)
- 14. Open Access may help enlighten society on the social value of robotics and AI – Frontiers Blog
- 15. Gamasutra – 7 examples of game AI that every developer should study
- 16. Neural networks and deep learning
- 17. 10 Algorithm Categories for A.I., Big Data, and Data Science | BIZCATALYST 360°
- 18. Google launches a deep learning course on Udacity | VentureBeat | Big Data | by Jordan Novet
- 1. RIP to the Godfather of Robots – The Daily Beast
- 2. Will AI Surpass Human Intelligence? Interview with Prof. Jürgen Schmidhuber on Deep Learning
- 3. One Genius’ Lonely Crusade to Teach a Computer Common Sense | WIRED
- 4. Microsoft AI boss says fears over intelligent machines are overblown | Daily Mail Online
- 5. Elon Musk: There’s only one AI company that worries me | The Verge
- 6. Nick Bostrom: ‘We are like small children playing with a bomb’ | Technology | The Guardian
- 7. Futurologist Dr Ian Pearson says technology is causing humans to ‘evolve’ | Daily Mail Online
- 8. Andy Rubin Unleashed Android on the World. Now Watch Him Do the Same With AI | WIRED
- 1. How to Build a Mind? This Learning Theory May Hold the Answer
- 2. How insights into human learning can foster smarter artificial intelligence — ScienceDaily
- 3. Snails use ‘two brain cells’ to make decisions, Sussex University discovers – BBC News
- 4. Carnegie Mellon Joins IARPA Project To Reverse-Engineer Brain Algorithms
- 5. Modelling how the brain makes complex decisions — ScienceDaily
- 6. How your brain learns to ride the subway, and why AI developers care — ScienceDaily
- 7. Row hits flagship brain plan : Nature News & Comment
- 8. Chip could bring deep learning to mobile devices: Advance could enable mobile devices to implement ‘neural networks’ modeled on the human brain — ScienceDaily
- 1. Why sarcasm baffles AIs
- 2. Is machine learning currently overhyped? – Quora
- 3. The Missing Link of Artificial Intelligence
- 4. When Virtual Assistants Attack — Medium
- 5. Technical Debt Could Leave Machine Learning Bankrupt
- 6. 79% of Americans Believe Computers Can Never Be Considered ‘Truly Alive’, Survey Finds
- 7. The Best AI Still Flunks 8th Grade Science | WIRED
- 8. Artificial Intelligence Is Far From Matching Humans, Panel Says – The New York Times
- 9. Taking Baby Steps Toward Software That Reasons Like Humans – The New York Times
- 10. Where Computers Defeat Humans, and Where They Can’t – The New York Times
- 1. The AI Games
- 2. New $5 Million X Prize for AI That Gives the Best TED Talk | WIRED
- 3. Can You Decipher These Bizarre Satellite Images?
- 1. Microsoft deletes ‘teen girl’ AI after it became a Hitler-loving sex robot within 24 hours
- 2. Microsoft’s AI millennial chatbot became a racist jerk after less than a day on Twitter – Quartz
- 3. Microsoft deletes racist, genocidal tweets from AI chatbot Tay – Business Insider
- 4. Microsoft apologizes for ‘offensive and hurtful tweets’ from its AI bot | The Verge
- 5. It’s Your Fault Microsoft’s Teen AI Turned Into Such a Jerk | WIRED
- 6. 8chan and 4chan turn Microsoft chatbot Tay racist | Fusion
- 7. Why Microsoft just made a big bet on bots | The Verge
- 8. Microsoft’s wild vision for the future puts conversations at the heart of computing | The Verge
- 9. Tricked by a Crazy Nazi Sex Robot — Medium
- 1. Rise of the Machines: Keep an eye on AI, experts warn | Daily Mail Online
- 2. Google puts AI programme on the cloud to create huge AI Cloud Platform | Daily Mail Online
- 3. Go master: AI will one day prevail but beauty of Go remains | Daily Mail Online
- 4. Google AI programme wins third straight match to take Go series | Daily Mail Online
- 5. Google’s software beats human Go champion in first match | Daily Mail Online
- 6. Computer draws first blood in clash with Go grandmaster | Daily Mail Online
- 7. Game over! Computer wins series against Go champion | Daily Mail Online
- 8. AI beats human Go grandmaster… again | Daily Mail Online
- 9. Going places: machine beats top Go player in win for artificial intelligence | Daily Mail Online
- 10. Google computer wins final game against S. Korean Go master | Daily Mail Online
- 11. Google’s AlphaGo takes the final victory against Go champion Lee Sedol in Korea | Daily Mail Online
- 12. Google’s AlphaGo gets ‘divine’ Go ranking after its victory against Lee Sedol | Daily Mail Online
- 13. Go champ is anxious about upcoming match with Google’s AlphaGo | Daily Mail Online
- 14. Human Go champ says machine not superior despite 1:4 defeat | Daily Mail Online
- 15. Human Go champion ‘speechless’ after 2nd loss to machine | Daily Mail Online
- 16. Is AlphaGo Really Such a Big Deal? | Quanta Magazine
- 17. Google’s DeepMind Demis Hassabis Gives The Strachey Lecture
- 18. The Go-bot: How a machine cracked ‘the most complex game ever devised by humans’ – The Globe and Mail
- 19. AlphaGo’s win over Go champion Lee Se-Dol proves AI can be ‘immoral’ | Daily Mail Online
- 20. To Test a Powerful Computer, Play an Ancient Game – NYTimes.com
- 21. Behind the scenes at Google DeepMind Challenge Match: AlphaGo versus Lee Se-dol | U of T News
- 22. Google DeepMind’s AlphaGo: meet the U of T computer scientists who helped it win | U of T News
- 23. In Two Moves, AlphaGo and Lee Sedol Redefined the Future | WIRED
- 24. Young Chinese Player to Challenge AlphaGo within This Year
- 25. Sour grapes at Facebook over Google’s AI victory | Technology | The Guardian
- 26. Deep Learning: Sky’s the Limit?: Part 2: AlphaGo under a Magnifying Glass (The historic match of deep learning AlphaGo vs. Lee Sedol) REVISED
- 27. Watch Don’t Freak Out Over Google’s AI Beating a Go Grandmaster. It’s a Good Thing | WIRED Video | CNE
- 28. What the AI Behind AlphaGo Can Teach Us About Being Human | WIRED
- 29. Deep Learning: Sky’s the Limit?: Part 11: Reactions worldwide and price giving
- 1. How One Intelligent Machine Learned to Recognize Human Emotions | MIT Technology Review
- 2. Mind-reading computer INSTANTLY knows what you’re thinking about | Daily Mail Online
- 3. How to Mathematically Measure Consciousness – The Daily Beast
- 4. A Map of the Brain Could Teach Machines to See Like You | WIRED
- 5. Emotion detector could reveal if a date really finds you attractive: Is this the kind of world we actually want? — ScienceDaily
- 6. The mind-reading computer that knows exactly WHO you are thinking about: Researchers reveal AI that can reconstruct faces from brainwaves | Daily Mail Online
- 1. What to Think About Machines That Think: Today’s Leading Thinkers on the Age of Machine Intelligence: John Brockman: 9780062425652: Amazon.com: Books
- 2. Pedro Domingos’ Master Algorithm: How machine learning is reshaping how we live.
- 3. Future of AI 6. Discussion of ‘Superintelligence: Paths, Dangers, Strategies’
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