Machine learnig approch with 3 diffferent vectos embedding

Machine learning approach!

Colab Link

hey there everyone I try xgboost , NearestNeighbors, and neural network with 3 different kinds of embedding if you find any learning in it give me like, it boosts my motivation to contribute open-source
you can also check my fastai approach for a new perspective
FAST AI - Colab Link

i open to any new ideas, criticism, suggestion any thanks