# 23 flags with elegant solutions especially to Cluster 3 and Semantle

Advantages:
Cluster 3: Ordering the scattered tokens automatically and perfectly with proper hyperparameters for t-SNE;
Semantle: Using gradient descent and buffer replay to search for the best words. Finishing the challenge within 10+ guesses;
Solutions to other challenges except Granny 3, Hush, Passphrase and Count CIFAR are also included.
[https://www.kaggle.com/code/cf020031308/23-flags-w-o-the-big-4](https://www.kaggle.com/code/cf020031308/23-flags-w-o-the-big-4)