Oles’ Petriv (Data Scientist at VideoGorillas): “ Visualization Methods and Data Multivariate Analysis”

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Ingénierie

Visualization Methods
and
Data Multivariate Analysis
Oles Petriv
VideoGorillas

Visualization Methods and Data Multivariate Analysis
Data visualization is both an art and a science

Visualization Methods and Data Multivariate Analysis
Types of visualizations:

Visualization Methods and Data Multivariate Analysis
Data representation in machine learning:

Visualization Methods and Data Multivariate Analysis
word2vec beauty:

Visualization Methods and Data Multivariate Analysis
Multimodal embedding dream:

Visualization Methods and Data Multivariate Analysis
Multiple ways of interpretation:

Visualization Methods and Data Multivariate Analysis
Too much dimensions to understand :(

Visualization Methods and Data Multivariate Analysis
Dimension reduction tricks:
- PCA (Principal component analysis)

Visualization Methods and Data Multivariate Analysis
Dimension reduction tricks:
- PCA (Principal component analysis)
results - not so good

Visualization Methods and Data Multivariate Analysis
Dimension reduction tricks:
- T-SNE

Visualization Methods and Data Multivariate Analysis
Dimension reduction tricks:
- LargeVis (https://github.com/elbamos/largeVis)

Visualization Methods and Data Multivariate Analysis
Visualization of dimension reduction results:
- TensorBoard Embedding Projector

Visualization Methods and Data Multivariate Analysis
Visualization of dimension reduction results:
- Word2vec explorer
https://github.com/dominiek/word2vec-explorer

Visualization Methods and Data Multivariate Analysis
But when we need customization ?
- Three.js !!!

Visualization Methods and Data Multivariate Analysis
Wikipedia 1 000 000 articles 3d visualization

Visualization Methods and Data Multivariate Analysis
3d visualization of visual manifold learned by NN (25k imgs)

Visualization Methods and Data Multivariate Analysis
1 000 000 Reddit words 3d visualization

Visualization Methods and Data Multivariate Analysis
dynamic english and russian language models

Visualization Methods and Data Multivariate Analysis
Blender + Unity + HTC Vive

Visualization Methods and Data Multivariate Analysis
questions ?

Visualization Methods and Data Multivariate Analysis
Contacts:
Oles Petriv
FB: www.facebook.com/oles.petriv
gmail: oles.petriv@gmail.com

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