How businesses are using AI: An interactive guide

77% of companies using #cognitive tech and #AI, use them to innovate products and services.

  • Today’s most advanced cognitive technology users offer a glimpse into the possibilities and tangible benefits of creating intelligent businesses.
  • Did you know that 77% of organizations that already implemented cognitive and artificial intelligence technologies use them to innovate products and services, more than for any other business goal?
  • We looked closely at a subset of advanced users — organizations using two or more cognitive technologies for at least one year.
  • These cognitive pioneers are implementing and increasing adoption of these technologies throughout their organizations, uncovering new use cases and paving a path for others to follow or take in entirely new directions.
  • Cognitive and AI technologies are already driving real business value – – Many of these advanced users are embedding a full spectrum of AI technologies — including machine learning, natural language processing and more — into their processes and products.

Today’s most advanced cognitive technology users offer a glimpse into the possibilities and tangible benefits of creating intelligent businesses.

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AI is revolutionizing neuromarketing

AI is revolutionizing neuromarketing on @venturebeat  #INBOUND17 #ai #ml

  • In recent years, AI has offered a huge boost to neuromarketing — the science of reading consumers’ minds to gauge their reactions to marketing stimuli.
  • When combined with AI-based facial recognition, biometric insights can offer even more accurate data about consumers’ responses to marketing messaging.
  • IBM’s Watson — the company’s computer system that answers questions delivered in natural language — doesn’t use biometric data to gauge the excitement at an event.
  • What makes these methods more than merely interesting is the fact that they provide the means to obtain data about consumers’ emotional reactions in real time and adjust marketing messages accordingly.
  • Once AI is fully adopted in neuromarketing processes, marketers will have the ability to call on consumers to crowdsource their marketing campaigns without the fear of collecting unreliable data.

An unfortunate fact about humanity is that people lie. While this is a chronic issue for human relations, it’s one that may be less of an issue for marketers of the future, thanks to non-human intervention.
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Train Neural Machine Translation Models with Sockeye

New on the AWS #AI Blog: Train Neural Machine Translation Models with Sockeye.

  • Sockeye, which is built on Apache MXNet, does most of the heavy lifting for building, training, and running state-of-the-art sequence-to-sequence models.
  • Sockeye provides both a state-of-the-art implementation of neural machine translation (NMT) models and a platform to conduct NMT research.
  • You can easily change the basic model architecture, including the following elements:

    Sockeye also supports more advanced features, such as:

    For training, Sockeye gives you full control over important optimization parameters.

  • If you have a GPU available, install Sockeye for CUDA 8.0 with the following command:

    To install it for CUDA 7.5, use this command:

    Now you’re all set to train your first German-to-English NMT model.

  • You also learned how to use Sockeye, a sequence-to-sequence framework based on MXNet, to train and run a minimal NMT model.

Have you ever wondered how you can use machine learning (ML) for translation? With our new framework, Sockeye, you can model machine translation (MT) and other sequence-to-sequence tasks. Sockeye, which is built on Apache MXNet, does most of the heavy lifting for building, training, and running state-of-the-art sequence-to-sequence models.
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Lecture Collection

Lecture Collection - Natural Language Processing with #DeepLearning (Winter 2017) [Stanford]

  • Natural language processing (NLP) deals with the key artificial intelligence technology of understanding complex human language communication.
  • This lecture series provides a thorough introduction to the cutting-edge research in deep learning applied to NLP, an approach that has recently obtained very high performance across many different NLP tasks including question answering and machine translation.

Natural language processing (NLP) deals with the key artificial intelligence technology of understanding complex human language communication. This lecture s…
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