Search Results - "Landecker, Will"
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Avoid ML Failures by Asking the Right Questions
Published in MIT Sloan management review (01-07-2024)“…Popovic et al present three examples where significant machine learning (ML) projects failed and explore how asking the right questions with a beginner's…”
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Journal Article -
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Interpretable machine learning and sparse coding for computer vision
Published 01-01-2014“…Machine learning offers many powerful tools for prediction. One of these tools, the binary classifier, is often considered a black box. Although its…”
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Dissertation -
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Large-scale functional models of visual cortex for remote sensing
Published in 2009 IEEE Applied Imagery Pattern Recognition Workshop (AIPR 2009) (01-10-2009)“…Neuroscience has revealed many properties of neurons and of the functional organization of visual cortex that are believed to be essential to human vision, but…”
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Conference Proceeding -
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Interpreting individual classifications of hierarchical networks
Published in 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM) (01-04-2013)“…Hierarchical networks are known to achieve high classification accuracy on difficult machine-learning tasks. For many applications, a clear explanation of why…”
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Conference Proceeding -
5
Interpretable machine learning and sparse coding for computer vision
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Dissertation -
6
Robust Compressed Sensing and Sparse Coding with the Difference Map
Published 31-10-2013“…In compressed sensing, we wish to reconstruct a sparse signal $x$ from observed data $y$. In sparse coding, on the other hand, we wish to find a representation…”
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Journal Article