kMeans on sklearn's digits

The goal of this notepad is to clustering sklearn's digits. To do that, I make a dimensional reduction using the tSNE algorithme given 2 components. After that, I use k-means clustering on this projection. The final score isn't great (about 0.5) but demonstrate the faisability of this method to recognize characters.