Search This Blog

Tuesday, October 17, 2017

Google’s Machine Learning Software Has Learned to Replicate Itself

As reported by Futurism: Back in May, Google revealed its AutoML project; artificial intelligence (AI) designed to help them create other AIs. Now, Google has announced that AutoML has beaten the human AI engineers at their own game by building machine-learning software that’s more efficient and powerful than the best human-designed systems.

An AutoML system recently broke a record for categorizing images by their content, scoring 82 percent. While that’s a relatively simple task, AutoML also beat the human-built system at a more complex task integral to autonomous robots and augmented reality: marking the location of multiple objects in an image. For that task, AutoML scored 43 percent versus the human-built system’s 39 percent.

These results are meaningful because even at Google, few people have the requisite expertise to build next generation AI systems. It takes a rarified skill set to automate this area, but once it is achieved, it will change the industry. “Today these are handcrafted by machine learning scientists and literally only a few thousands of scientists around the world can do this,” WIRED reports Google CEO Sundar Pichai said. “We want to enable hundreds of thousands of developers to be able to do it.”
Much of metalearning is about imitating human neural networks and trying to feed more and more data through those networks. This isn’t — to use an old saw — rocket science. Rather, it’s a lot of plug and chug work that machines are actually well-suited to do once they’ve been trained. The hard part is imitating the brain structure in the first place, and at scales appropriate to take on more complex problems.

The Future of Machine-Built AI
It’s still easier to adjust an existing system to meet new needs than it is to design a neural network from the ground up. However, this research seems to suggest this is a temporary state of affairs. As it becomes easier for AIs to design new systems with increased complexity, it will be important for humans to play a gatekeeping role. AI systems can easily make biased connections accidentally — such as associating ethnic and gendered identities with negative stereotypes. However, if human engineers are spending less time on the grunt work involved in creating the systems, they’ll have more time to devote to oversight and refinement.

Ultimately, Google is aiming to hone AutoML until it can function well enough for programmers to use it for practical applications. If they succeed in this, AutoML is likely to have an impact far beyond the walls of Google. WIRED reports Pichai stated, at the same event from last week, that “We want to democratize this,” — meaning, the company hopes to make AutoML available outside Google.


20 comments:

  1. I have got lots of knowledge from this blog thank you keep it up thanks for sharing your blog.
    Best Educational Software


    ReplyDelete
  2. This is most informative and also this post most user friendly and super navigation to all posts... Thank you so much for giving this information to me.Really you have done great job,There are may person searching about that now they will find enough resources by your post.

    IELTS Coaching in chennai

    German Classes in Chennai

    GRE Coaching Classes in Chennai

    TOEFL Coaching in Chennai

    spoken english classes in chennai | Communication training

    ReplyDelete
  3. Top quality blog with excellent information found very useful thank you.
    Data Analytics Course Online

    ReplyDelete
  4. Fantastic blog with very informative information, found valuable thanks for sharing.
    Data Science Course in Hyderabad

    ReplyDelete
  5. This is really very nice post you shared, i like the post, thanks for sharing..
    data scientist course in malaysia

    ReplyDelete
  6. Join us for the most effective Machine Learning Training in Hyderabad program taught by AI Patasala to build a lucrative profession for yourself in the Machine Learning industry.
    Machine Learning Training in Hyderabad

    ReplyDelete
  7. Love your hard work for sharing information with others.

    ReplyDelete
  8. Really impressed! Everything is a very open and very clear clarification of the issues. It contains true facts. Your website is very valuable. Thanks for sharing.

    Best Institute for Cloud Computing in Bangalore

    ReplyDelete
  9. Thanks for sharing this information. I really like your blog post very much. You have really shared a informative and interesting blog post .
    best data science training in hyderabad

    ReplyDelete
  10. I am impressed by the information that you have on this blog. It shows how well you understand this subject.
    Bookmarked this page, will come back for more.
    data scientist training in hyderabad

    ReplyDelete
  11. This comment has been removed by the author.

    ReplyDelete
  12. This is really very nice post you shared, i like the post, thanks for sharing.
    power-bi-training-in-hyderabad

    ReplyDelete
  13. Great post!! This can be one particular of the most useful blogs. Basically Wonderful.
    power-bi-training-in-hyderabad

    ReplyDelete