Difference between revisions of "Visualization"

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* [[Data Preprocessing]]
 
* [[Data Preprocessing]]
 
* [[Feature Exploration/Learning]]
 
* [[Feature Exploration/Learning]]
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* [[Dimensional Reduction]]
 
* [[Hyperparameter]]s
 
* [[Hyperparameter]]s
 
* [[Data Augmentation]]
 
* [[Data Augmentation]]
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<youtube>mccsmoh2_3c</youtube>
 
<youtube>mccsmoh2_3c</youtube>
 
<youtube>Ok44otx90D4</youtube>
 
<youtube>Ok44otx90D4</youtube>
 
== <span id="Dimension Reduction"></span>Dimension Reduction ==
 
* [[Principal Component Analysis (PCA)]]
 
* [[T-Distributed Stochastic Neighbor Embedding (t-SNE)]]  ...similar objects are modeled by nearby points
 
* [http://arxiv.org/pdf/1802.03426.pdf Uniform Manifold Approximation and Projection (UMAP) | L. McInnes, J. Healy, and J. Melville] ... a dimension reduction technique that can be used for visualisation similarly to [[T-Distributed Stochastic Neighbor Embedding (t-SNE) | t-SNE]], but also for general non-linear dimension reduction.
 
** [http://github.com/lmcinnes/umap UMAP]...[[Python]] version
 
** [http://github.com/pair-code/umap-js UMAP-JS] ...[[Javascript]] version
 
 
<youtube>YPJQydzTLwQ</youtube>
 
<youtube>4NlvatkpV3s</youtube>
 
<youtube>_1msVvPE_KY</youtube>
 
<youtube>nq6iPZVUxZU</youtube>
 
 
 
  
 
= <span id="Python"></span>[[Python#Visualization with Python| Visualization with Python]] =
 
= <span id="Python"></span>[[Python#Visualization with Python| Visualization with Python]] =

Revision as of 08:52, 21 August 2020

YouTube search... ...Google search

Visualization with Python

Shan Carter