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7. Glossary
Partitioning (clustering)
Dividing a set of points into subsets (or clusters) of points with similar properties
Dimensionality reduction
Representation of a set of vectors belonging to a high-dimensional space by vectors belonging to a lower-dimensional space
Density estimation
Estimation of the probability density p(x) such that the training data x 1 ,..,x N and test data can be regarded as random samples following the probability distribution p(x).
Generative model
Algorithm generating samples according to an explicitly given or implicitly estimated probability p(x) from training data x 1 ...
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Software tools
For computations that do not involve deep learning and that deal with data volumes that do not require the use of distributed computing, the two reference software tools are scikit-learn and R
The Spark Mlib library adapts the main machine learning algorithms (excluding deep learning) to a distributed environment, enabling the processing of very large volumes of data.
Deep...
Events
Annual conferences :
International Conference on Learning Representations ( https://iclr.cc/ )
Conference on Neural Information Processing Systems ( https://nips.cc/ )
Conference on Computer Vision and...
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