Machine learning
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Using supervised learning to train models for image clustering
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Most machine learning models use supervised learning, meaning they’re trained on annotated data, which is costly and time consuming to acquire.The chief ...

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Explicit control of GAN-generated synthetic images
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In recent years, generative adversarial networks (GANs) have demonstrated a remarkable ability to synthesize realistic visual images from scratch.But ...

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Alexa & Friends features Pradeep Natarajan, Alexa AI principal applied scientist
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Are you looking to work at the forefront of Machine Learning and AI? Would you be excited to apply ...

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How Lantao Liu and his team are helping robots adapt to challenges
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Lantao Liu and his team at the Vehicle Autonomy and Intelligence Lab (VAIL) at Indiana University Bloomington want to help robots get better at navigating ...

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Amazon presents new method for “debugging” machine learning models
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Machine learning models are usually tested on held-out data from their training sets. But when data distributions in the real world diverge from those in ...

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Hierarchical representations improve image retrieval
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Image matching has many practical applications. For instance, image retrieval systems like Amazon’s StyleSnap or the Amazon Shopping app’s Camera Search let ...

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Using natural language processing to understand and identify risks
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One of the things that drives Muthu Kumar Chandrasekaran’s interest in science is its potential to benefit society.While pursuing his PhD at the National ...

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Improving forecasting by learning quantile functions
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The quantile function is a mathematical function that takes a quantile (a percentage of a distribution, from 0 to 1) as input and outputs the value of a ...

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How Zoox vehicles “find themselves” in an ever-changing world
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For a human to drive successfully around an urban environment, they must be able to trust their eyes and other senses, know where they are, understand the ...

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New data-science textbook focuses on making better decisions in business and beyond
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When Matt Taddy earned his PhD in applied mathematics and statistics from the University of California, Santa Cruz, in 2008, the notion of a data-science ...

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