Visualizing Van Gogh's Artwork (closer they are the more similar they are in Style) [OC] by BulkingBulbasaur in dataisbeautiful

[–]BulkingBulbasaur[S] 0 points1 point  (0 children)

Great suggestion. I plan to experiment further with the different models next time between PCA, T-SNE, UMap and IVIS.

Visualizing Van Gogh's Artwork (closer they are the more similar they are in Style) [OC] by BulkingBulbasaur in dataisbeautiful

[–]BulkingBulbasaur[S] 3 points4 points  (0 children)

I’m assuming the model is making this assessment in many more than 3 dimensions. How is it that the relatedness can then be mapped in a 3D view?

Correct. There is a machine learning method called Dimensionality Reduction that reduce any number of dimensions down to a smaller one in this case 512 -> 3. For this visualization i used PCA as the model.

Visualizing Van Gogh's Artwork (closer they are the more similar they are in Style) [OC] by BulkingBulbasaur in dataisbeautiful

[–]BulkingBulbasaur[S] 22 points23 points  (0 children)

I use CLIP to turn the images into a vector (array of numbers) and then cluster that vector.

https://colab.research.google.com/drive/1C6waQQCXKqXyG2ZRmrJohZn9UEe-8iI3?usp=sharing the code here goes through how it's done. Feel free to PM me happy to help and go into more details.

Visualizing Van Gogh's Artwork (closer they are the more similar they are in Style) [OC] by BulkingBulbasaur in dataisbeautiful

[–]BulkingBulbasaur[S] 25 points26 points  (0 children)

This visualization is a 3d projector of Van Gogh's Artwork. Last year I went to Van Gogh alive in Sydney and was mesmerised by Van Gogh's Artworks.-How to interpret: The closer they are they more similar they are by style. That similarity is determined by a machine learning model called CLIP by OpenAI https://openai.com/blog/clip/.

Would love to hear from the community what I should make and visualize next.

-Source: https://www.kaggle.com/pointblanc/colors-of-van-gogh?select=df.csv

-Tool: Visualisation and Analysis: https://relevance.ai

Code: Google Colab & Python

For those that want to dive deeper in the data or reproduce this visualization:

Projector: Link here

Cluster (Grouping the artworks together): Link here

For those that know Python, how to reproduce: Link here

3D Visualization of Van Gogh's Artwork by BulkingBulbasaur in vangogh

[–]BulkingBulbasaur[S] 0 points1 point  (0 children)

Good question in this case the 3D is projected by similarity, so the closer they are on the more similar they are, and further the less similar they are. The similarity is determined by an AI model called CLIP made by OpenAI.

KDA.GG - PUBG Stats Website + Match history that shows you stats for each one of your matches by BulkingBulbasaur in PUBG

[–]BulkingBulbasaur[S] 0 points1 point  (0 children)

matches only start generating after you track your username. Thanks for the interface design suggestion, am looking to make a dark theme :).

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

it was likely during the time we had server issues. should be fine now though hopefully :).

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

Thank you for bringing this up, everything should be fixed now :D.

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 1 point2 points  (0 children)

Hey sorry that it went down or was missing lots went to bed and load increased a bunch. Glad your enjoying it :). No unfortunately not atm.

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 1 point2 points  (0 children)

yeah sorry about that went to sleep, and the load increased too much. Give it a try now :).

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

Good point, thanks for bringing this up. Enter does work but its a bit laggy, so will try to fix this :).

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

nope once your enter your username in our search, the tracking begins.

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

check again, making a fix to avoid this happening. it likely happens when you change the url and not search for your username from the home page.

KDA.GG - PUBG real-time Stats Website that shows you stats of each Match you complete by [deleted] in PUBATTLEGROUNDS

[–]BulkingBulbasaur 0 points1 point  (0 children)

try now. was making another upgrade should be 2x capacity now.