Why Google’s CEO Is Excited About Automating Artificial Intelligence

Google’s CEO is excited about seeing #AI take over some work of his AI experts

  • Sundar Pichai at the company’s annual developer conference in Mountain View, experts are in short supply as companies in many industries rush to take advantage of recent strides in the power of artificial intelligence.
  • At Google’s annual developer conference today, Pichai introduced a project called AutoML coming out of the company’s Google Brain artificial intelligence research group.
  • The company is trying to lure new customers in the corporate cloud computing market, where it lags leader Amazon and second-place Microsoft (see “Google Reveals Powerful New AI Chip and is targeted at making it easier to use a technique called deep learning, which Google and others use to power speech and image recognition, translation, and robotics (see “10 Breakthrough Technologies 2013: Deep Learning”).
  • “We do it by intuition,” says Quoc Le, a machine-learning researcher at Google working on the AutoML project.Last month, Le and fellow researcher Barret Zoph presented results from experiments in which they tasked a machine-learning system with figuring out the best architecture to use to have software learn to solve language and image-recognition tasks.On the image task, their system rivaled the best architectures designed by human experts.
  • But like many ideas in the field of artificial intelligence, the power of deep learning is allowing new progress.

AI software that can help make AI software could accelerate progress on making computers smarter.
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Artificial Intelligence, Machine Learning and Deep Learning

Artificial Intelligence, Machine Learning and Deep Learning | #MachineLearning #Artificiali…

  • Deep learning is a subset of machine learning, which is a subset of AI.
  • Machine learning, as others have said, is a subset of AI.
  • The “learning” part of machine learning means that ML algorithms attempt to optimize along a certain dimension; i.e. they usually try to minimize error or maximize the likelihood of their predictions being true.
  • Deep learning is part of DeepMind’s notorious AlphaGo algorithm, which beat the former world champion Lee Sedol at Go in early 2016.
  • The initial guesses are quite wrong, and if you are lucky enough to have ground-truth labels pertaining to the input, you can measure how wrong your guesses are by contrasting them with the truth, and then use that error to modify your algorithm.

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@Ronald_vanLoon: “Artificial Intelligence, Machine Learning and Deep Learning | #MachineLearning #Artificiali…”


Open-Source Deep-Learning Software for Java and Scala on Hadoop and Spark


Artificial Intelligence, Machine Learning and Deep Learning

A MATLAB implementation of the TensorFlow Neural Network Playground

Learn the basics of #deeplearning with this free #NeuralNetwork Playground app!

  • 1. NeuralNetApp.m: The GUI that creates the interface as seen on TensorFlow Neural Networks Playground but is done completely with MATLAB GUI elements and widgets.
  • Tags for the File Please login to tag files.
  • The architecture of the neural network is highly configurable so the results for each change in the architecture can be seen immediately.
  • NeuralNet2.m: The class that performs the Neural Network training via Stochastic Gradient Descent.

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@MATLAB: “Learn the basics of #deeplearning with this free #NeuralNetwork Playground app!”


File exchange, MATLAB Answers, newsgroup access, Links, and Blogs for the MATLAB & Simulink user community


A MATLAB implementation of the TensorFlow Neural Network Playground

Google’s DeepMind will soon apply artificial intelligence to the detection of eye diseases

Google’s DeepMind will soon apply artificial intelligence to the detection of eye diseases

  • The “incredibly detailed” records provide invaluable source material for the outfit’s neural networks, Suleyman told The Guardian. “
  • After it was revealed that DeepMind Health would grant the Google-owned firm uninhibited access to 1.6 million NHS patient records from London’s Royal Free Hospital, Chase Farm, and Barnet hospitals over the past five years and until 2017, some privacy advocates protested.
  • And patients rely on my experience to predict their future,” he told The Guardian. “
  • Google’s DeepMind will soon apply artificial intelligence to the detection of eye diseases
  • DeepMind, for its part, said that any sensitive data in the course of research is being transmitted securely. “

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@RickKing16: “Google’s DeepMind will soon apply artificial intelligence to the detection of eye diseases”


Google’s DeepMind division announced a partnership with the U.K.’s Moorsfields hospital that will see millions of eye records analyzed for commonalities.


Google’s DeepMind will soon apply artificial intelligence to the detection of eye diseases