Google AI Versus the Human Race

Korean_Go_Game_ca_1910-1920

It does indeed appear that a computer armed with Google’s experimental AI (artificial intelligence) software just beat a grandmaster of the strategy board game Go. The game was devised in ancient China — it’s been around for several millennia. Go is commonly held to be substantially more difficult than chess to master, to which I can personally attest.

So, does this mean that the human race is next in line for a defeat at the hands of an uber-intelligent AI? Well, not really, not yet anyway.

But, I’m with prominent scientists and entrepreneurs — including Stephen Hawking, Bill Gates and Elon Musk — who warn of the long-term existential peril to humanity from unfettered AI. In the meantime check out how AlphaGo from Google’s DeepMind unit set about thrashing a human.

From Wired:

An artificially intelligent Google machine just beat a human grandmaster at the game of Go, the 2,500-year-old contest of strategy and intellect that’s exponentially more complex than the game of chess. And Nick Bostrom isn’t exactly impressed.

Bostrom is the Swedish-born Oxford philosophy professor who rose to prominence on the back of his recent bestseller Superintelligence: Paths, Dangers, Strategies, a book that explores the benefits of AI, but also argues that a truly intelligent computer could hasten the extinction of humanity. It’s not that he discounts the power of Google’s Go-playing machine. He just argues that it isn’t necessarily a huge leap forward. The technologies behind Google’s system, Bostrom points out, have been steadily improving for years, including much-discussed AI techniques such as deep learning and reinforcement learning. Google beating a Go grandmaster is just part of a much bigger arc. It started long ago, and it will continue for years to come.

“There has been, and there is, a lot of progress in state-of-the-art artificial intelligence,” Bostrom says. “[Google’s] underlying technology is very much continuous with what has been under development for the last several years.”

But if you look at this another way, it’s exactly why Google’s triumph is so exciting—and perhaps a little frightening. Even Bostrom says it’s a good excuse to stop and take a look at how far this technology has come and where it’s going. Researchers once thought AI would struggle to crack Go for at least another decade. Now, it’s headed to places that once seemed unreachable. Or, at least, there are many people—with much power and money at their disposal—who are intent on reaching those places.

Building a Brain

Google’s AI system, known as AlphaGo, was developed at DeepMind, the AI research house that Google acquired for $400 million in early 2014. DeepMind specializes in both deep learning and reinforcement learning, technologies that allow machines to learn largely on their own.

Using what are called neural networks—networks of hardware and software that approximate the web of neurons in the human brain—deep learning is what drives the remarkably effective image search tool build into Google Photos—not to mention the face recognition service on Facebook and the language translation tool built into Microsoft’s Skype and the system that identifies porn on Twitter. If you feed millions of game moves into a deep neural net, you can teach it to play a video game.

Reinforcement learning takes things a step further. Once you’ve built a neural net that’s pretty good at playing a game, you can match it against itself. As two versions of this neural net play thousands of games against each other, the system tracks which moves yield the highest reward—that is, the highest score—and in this way, it learns to play the game at an even higher level.

AlphaGo uses all this. And then some. Hassabis [Demis Hassabis, AlphaGo founder] and his team added a second level of “deep reinforcement learning” that looks ahead to the longterm results of each move. And they lean on traditional AI techniques that have driven Go-playing AI in the past, including the Monte Carlo tree search method, which basically plays out a huge number of scenarios to their eventual conclusions. Drawing from techniques both new and old, they built a system capable of beating a top professional player. In October, AlphaGo played a close-door match against the reigning three-time European Go champion, which was only revealed to the public on Wednesday morning. The match spanned five games, and AlphaGo won all five.

Read the entire story here.

Image: Korean couple, in traditional dress, play Go; photograph dated between 1910 and 1920. Courtesy: Frank and Frances Carpenter Collection. Public Domain.

43 thoughts on “Google AI Versus the Human Race”

  1. Propecia Dutasterida [url=http://zol1.xyz/cheap-zoloft-no-rx.php]Cheap Zoloft No Rx[/url] Buy Atarax No Script Achat Cialis Quebec [url=http://kama1.xyz/online-generic-kamagra.php]Online Generic Kamagra[/url] Walmart Generic Drug List Ampicillin [url=http://viag1.xyz/viagra-sample.php]Viagra Sample[/url] Propecia Finasteride Benefits Strep Throat Antibiotic Dose Amoxicillin [url=http://kamagra.ccrpdc.com/buy-kamagra-oral-jelly.php]Buy Kamagra Oral Jelly[/url] Viagra 100mg Preis Apotheke Viagra Es Venta Libre [url=http://zol1.xyz/can-i-buy-zoloft-online.php]Can I Buy Zoloft Online[/url] Will Lasix Show Up On A Drug Test Il Cialis Ha Effetti Collaterali [url=http://zol1.xyz/purchase-zoloft.php]Purchase Zoloft[/url] Le Vrai Prix Du Kamagra Canadian Discount Mail Order Pharmacies [url=http://xenical.ccrpdc.com/orlistat-generic.php]Orlistat Generic[/url] Propecia Side Effects Help The Canadian Medstore No Percription [url=http://cial5mg.xyz/fast-delivery-cialis.php]Fast Delivery Cialis[/url] Propecia Does It Work Hair Growth Miglior Viagra Senza Ricetta [url=http://viag1.xyz/buy-real-viagra-online.php]Buy Real Viagra Online[/url] Can Amoxicillin Cause Hypoglycemia Dauerstander Ohne Viagra [url=http://cial1.xyz/purchase-generic-cialis.php]Purchase Generic Cialis[/url] Candida Pharmacy Levitra Ineffective [url=http://cial1.xyz/cialis-pills.php]Cialis Pills[/url] Propecia Rogaine Female Hair Loss Lioresal Pas Cher 10mg [url=http://cial5mg.xyz/online-cialis.php]Online Cialis[/url] Viagra From America Find Clobetasol 30g [url=http://viagra.ccrpdc.com/viagra-online-fast.php]Viagra Online Fast[/url] Levitra Cialis Comparazione Prestazioni Prix De Levitra En Pharmacie [url=http://cial5mg.xyz/cialis-online.php]Cialis Online[/url] Cephalexin And Drug Interactions Vendita Cialis Milano [url=http://cytotec.ccrpdc.com/buy-cytotec-generic.php]Buy Cytotec Generic[/url] Cialis Prezzo Al Pubblico Canadain Phamacry [url=http://viag1.xyz/purchase-viagra-usa.php]Purchase Viagra Usa[/url] Colombia Comprar Propecia e. However most student loans dont require previous credit history for the borrower.And I suspect that regulators here fear that any move to guarantee the debt of just a few big banks might be a death sentence for banks just below whatever size threshhold is chosen. Actively investing in real estate FortuneBuilders is uniquely built to provide investors with the right education and systems for success. [url=http://easymoneyfast365.com]cash loan[/url] NoHassle Personal Loans By submitting this form you agree to be contacted with the information stated above.Quick Med Online Pharmacy [url=http://levitra.ccrpdc.com/levitra-overnight.php]Levitra Overnight[/url] Amoxicillin Trihydrate Ip 500mg Tablets Zithromax For Gonorrhea [url=http://kama1.xyz/buy-cheap-generic-kamagra.php]Buy Cheap Generic Kamagra[/url] Cephalexin Experience Acheter Cialis Original Ligne [url=http://zol1.xyz/zoloft-100mg.php]Zoloft 100mg[/url] Amoxicillin Doseage Treatment Course For Pneumonia Pages Jaunes Par Cytotec [url=http://zol1.xyz/buy-generic-zoloft.php]Buy Generic Zoloft[/url] Ed Meds Online Discount Paypal Forum Viagra Sans Ordonnance [url=http://cial1.xyz/cheap-cialis-generic.php]Cheap Cialis Generic[/url] Generic Cialis Soft Tab Propecia Cortes De Pelo [url=http://viag1.xyz/purchase-viagra-usa.php]Purchase Viagra Usa[/url] Cialis Prix Pharmacie Maroc Viagra Rezeptfrei Osterreich [url=http://cial1.xyz/cialis-online-buy.php]Cialis Online Buy[/url] Trouver Viagra Pas Cher Teva Sildenafil Citrate [url=http://viag1.xyz/cheap-cheap-viagra.php]Cheap Cheap Viagra[/url] Drug Classification And Type On Amoxicillin Keflex Substitutions [url=http://cial5mg.xyz/cialis-pills.php]Cialis Pills[/url] Tomar Viagra Mujeres Cialis Authentique Ligne [url=http://cial5mg.xyz/buy-cheap-cialis.php]Buy Cheap Cialis[/url] Baclofene Posologie Vidal On Sale Online Worldwide Stendra 100mg Legally [url=http://zol1.xyz/order-zoloft-in-usa.php]Order Zoloft In Usa[/url] Cat Cephalexin Acheter Cytotec En France [url=http://kama1.xyz/cheapest-kamagra.php]Cheapest Kamagra[/url] Prix Xenical Orlistat Donde Venden Viagra Madrid [url=http://cial5mg.xyz/cialis-online-pharmacy.php]Cialis Online Pharmacy[/url] Achat Cialis Paris Amoxicillin Clavulanic Acid Pregnancy [url=http://cial1.xyz/cialis-generic.php]Cialis Generic[/url] Cialis Carte Bancaire Viagra Patent Generika [url=http://kama1.xyz/buy-kamagra-online-100mg.php]Buy Kamagra Online 100mg[/url] Priligy Disfuncion Erectil Articulo 149 [url=http://cial1.xyz/cialis-free-trial.php]Cialis Free Trial[/url] Bayer Levitra 10mg Propecia Testosterona [url=http://cial1.xyz/canadian-cheap-cialis.php]Canadian Cheap Cialis[/url] Comprar Cialis Generico Barato Buy Generic Lasix Online [url=http://cial1.xyz/cialis.php]Cialis[/url] Ordina Kamagra A Buon Mercato Metoprolol In Minneapolis [url=http://lasix.ccrpdc.com/buy-furosemide.php]Buy Furosemide[/url] Cialis Acheter Sans Ordonnance Prix Viagra 25 Milligrams [url=http://cial1.xyz/cheap-cialis-tablets.php]Cheap Cialis Tablets[/url] Comprar Cialis En Internet Secure Cheap Amoxicilina Discount Canada Amex Cod Accepted [url=http://cial1.xyz/cheap-cialis-online.php]Cheap Cialis Online[/url] Buy Cheap Nexium Online Amoxicillin Pictures [url=http://viag1.xyz/order-viagra-pills.php]Order Viagra Pills[/url] Kamagra Frankfurt Frequency Of Amoxicillin Administration In Dogs [url=http://cial5mg.xyz/cialis-online-buy.php]Cialis Online Buy[/url] Buy Kamagra Online Usa Ou Trouver Du Viagra Pas Cher [url=http://viag1.xyz/viagra-sample.php]Viagra Sample[/url] Order Zithromax Azithromycin L Thyroxin Kaufen [url=http://viag1.xyz/china-viagra-online.php]China Viagra Online[/url] Overnight Canadian Pharmacy Reviews [url=http://zithromax.ccrpdc.com/zithromax-price.php]Zithromax Price[/url] Forum Achat Cialis Buy Viagra In Ho Chi Minh 11 [url=http://zol1.xyz/generic-zoloft-online.php]Generic Zoloft Online[/url] Macrobid 100mg Tablets Mastercard Alaska Prix Levitra Pharmacie Acheter [url=http://cial5mg.xyz/cheap-cialis-20mg.php]Cheap Cialis 20mg[/url] Kamagra Oral Jelly Best Price Buy Kamagra Uk Fast Delivery [url=http://cial1.xyz/cheapest-cialis.php]Cheapest Cialis[/url] Clomid Causes Fausse Couche Medication Amoxil [url=http://inderal.ccrpdc.com/inderal.php]Inderal[/url] Keflex Picture Acheter Tadalis Sx Generique [url=http://zol1.xyz/zoloft-free-trial.php]Zoloft Free Trial[/url] Salmonella Keflex Conseil Utilisation Du Viagra [url=http://prozac.ccrpdc.com/cheap-prozac-no-rx.php]Cheap Prozac No Rx[/url] Kamagra Rezept Propecia Acheter Canada [url=http://kama1.xyz/purchase-cheap-kamagra.php]Purchase Cheap Kamagra[/url] Buying Flagyl Antibiotics Online From The Usa

  2. Right here is the right web site for anyone who would like to find out about this topic.

    You understand so much its almost tough to argue with you (not that I personally would
    want to…HaHa). You definitely put a fresh
    spin on a subject which has been discussed for many years. Excellent stuff,
    just great!

  3. I loved as much as you will receive carried out right here.
    The sketch is attractive, your authored subject matter
    stylish. nonetheless, you command get got an edginess over
    that you wish be delivering the following. unwell unquestionably
    come further formerly again since exactly
    the same nearly very often inside case you shield this increase.

  4. Wow that was odd. I just wrote an extremely long comment but after I clicked submit
    my comment didn’t show up. Grrrr… well I’m not writing all that over again. Anyhow,
    just wanted to say fantastic blog!

  5. Hi there! This post could not be written any better!
    Looking at this article reminds me of my previous
    roommate! He constantly kept preaching about this. I
    will forward this information to him. Fairly certain he’s going to have a very good read.
    Thanks for sharing!

  6. Hi there, I discovered your blog by means of Google whilst searching for a comparable topic, your website got here up, it appears good.

    I’ve bookmarked it in my google bookmarks.
    Hello there, just was alert to your weblog through Google, and found that it is really
    informative. I’m gonna be careful for brussels.
    I will appreciate in the event you continue this in future.
    Many people can be benefited from your writing. Cheers!

  7. Howdy! Would you mind if I share your blog with my twitter group?

    There’s a lot of people that I think would really appreciate your content.
    Please let me know. Thanks

  8. Hi there, just became alert to your blog through Google, and found that
    it is truly informative. I’m going to watch out for brussels.
    I’ll appreciate if you continue this in future. Many people will
    be benefited from your writing. Cheers!

  9. I have learn a few just right stuff here. Definitely worth bookmarking for revisiting.
    I surprise how so much effort you place to create one of these excellent informative website.

  10. Hello, i think that i saw you visited my weblog so
    i came to “return the favor”.I am trying to find things to enhance my
    web site!I suppose its ok to use a few of your ideas!!

  11. Hello! I’m at work browsing your blog from my new apple iphone!
    Just wanted to say I love reading through your blog and look forward to all your posts!
    Keep up the superb work!

  12. May I simply just say what a comfort to discover someone who actually understands what they’re talking about on the net.
    You actually know how to bring a problem to light and make
    it important. More people have to read this and understand this side of your story.
    I can’t believe you’re not more popular given that you surely
    possess the gift.

  13. Hi, i think that i saw you visited my blog so
    i came to “return the favor”.I am trying to find things to
    improve my website!I suppose its ok to use a few of your ideas!!

  14. Wonderful post however , I was wondering if you could write a litte more on this topic?
    I’d be very grateful if you could elaborate a little bit more.
    Thank you!

  15. Just want to say your article is as astounding. The clarity to
    your publish is just spectacular and i could think you’re a professional on this subject.
    Well along with your permission let me to clutch your RSS feed to keep updated with imminent post.
    Thank you one million and please continue the rewarding work.

  16. May I simply just say what a relief to find somebody that actually knows what they are discussing
    on the web. You definitely understand how to bring an issue to light and make it important.
    More people should check this out and understand this side of the story.
    It’s surprising you are not more popular since you most certainly have the gift.

  17. May I simply just say what a relief to find somebody who really knows what
    they are discussing online. You actually understand how to bring a problem to light and make it important.

    A lot more people must look at this and understand
    this side of your story. I was surprised you are not more popular since you certainly
    have the gift.

  18. Nice post. I used to be checking continuously this blog and I’m
    inspired! Extremely helpful info specially the ultimate phase
    🙂 I deal with such info a lot. I was seeking this certain info for a long time.
    Thank you and good luck.

  19. Hi, i read your blog from time to time and i own a similar one and
    i was just wondering if you get a lot of spam remarks?
    If so how do you reduce it, any plugin or anything you can suggest?
    I get so much lately it’s driving me insane so any support is very much appreciated.

  20. Hey would you mind letting me know which webhost you’re using?
    I’ve loaded your blog in 3 completely different internet
    browsers and I must say this blog loads a lot quicker then most.

    Can you recommend a good internet hosting provider at a reasonable price?
    Thanks, I appreciate it!

  21. I need to to thank you for this fantastic read!!
    I certainly loved every bit of it. I have got you book-marked to check out new things you post…

  22. I savor, lead to I found exactly what I was looking for.
    You have ended my four day lengthy hunt! God Bless you man. Have a great day.
    Bye

  23. What i do not understood is in reality how you are now not really
    a lot more smartly-favored than you may be now.
    You’re very intelligent. You recognize therefore significantly in the case of this matter, made
    me in my opinion believe it from numerous various angles.
    Its like men and women are not interested until it is something to do with Girl gaga!

    Your individual stuffs excellent. At all times maintain it up!

  24. Greate pieces. Keep posting such kind of information on your page.
    Im really impressed by it.
    Hello there, You have done an excellent job. I
    will certainly digg it and in my view suggest to my friends.
    I am sure they will be benefited from this web site.

Leave a Reply

Your email address will not be published.