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Toss Machine Components

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4 documents available in our comprehensive collection of Toss Machine Components resources. Find practical guides, tutorials, and documentation to enhance your knowledge.

Preview of Loss as Model Inconsistency
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Loss as Model Inconsistency (richardson22b.pdf)

717 KBEN 30 pages
Richardson argues that loss function choice in probabilistic dependency graphs (PDGs) should align with the model, not personal preference. He shows that many standard loss functions and statistical divergences can be derived from PDG inconsistency, offering intuitive visual...
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Preview of Annex 1 (22-06-2023)
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Annex 1 (22-06-2023) (cms_cop14_doc.27.1.1_annex1-bycatch-mitigation_e_0.pdf)

591 KBDavid DrynanEN 28 pages
Sharks have experienced massive population declines worldwide over the past 50 years, with some species decreasing by up to 71%.
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Preview of Learning Mahalanobis Metric for Large Margin kNN
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Learning Mahalanobis Metric for Large Margin kNN (2795-distance-metric-learning-for-large-margin-nearest-neighbor-classification.pdf)

290 KBKilian Q. Weinberger, John Blitzer, Lawrence K. SaulEN 8 pages
Learns Mahalanobis distance metric for k-NN classification, ensuring same-class neighbors and large inter-class margins. Improves kNN accuracy, e.g., 1.3% test error on MNIST.
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Preview of FR | pdf, 7.43 MB
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FR | pdf, 7.43 MB (idv0644a00fr.pdf)

7.43 MBFR 40 pages
Document en fr
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