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Elizabeth Ramírez

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The Linear Algebra of Deep LearningCode Mesh LDN 20202020-11-05
Argues that deep nets reduce to linear algebra and demonstrates two concrete speedups: using randomized SVD to compress large matrices by choosing target rank…
Talk on
The Linear Algebra of Deep LearningScaleConf Colombia 20192019-05-17
Explains how the core components of neural networks and deep learning are fundamentally operations from linear algebra. Covers matrices, vectors, and linear…
Talk in Spanish on
Linear Algebra for FE DevelopersJSConfCO 20182018-11-16
Describes using linear algebra and homogeneous coordinates to treat image and sensor operations as single matrix transforms so translations, scales, rotations…
Talk in Spanish on
Large-Scale Matrix OperationsScaleConf Colombia 20182018-04-27
Covers numerical methods and data representations for large-scale matrix and tensor computations used in scientific computing and machine learning, including…
Talk in Spanish on
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