[Benchmark] LightGBM Accuracy: 0.9114 on Fashion MNIST

Author: gitgoapCreated Oct 19, 2025Updated Oct 19, 2025

LightGBM Accuracy: 0.9114 on Fashion MNIST

Didn't test on MNIST.

Preprocessing:

.data.numpy().reshape(len(data), -1) → flattens the image.

StandardScaler() → ensures mean = 0, var = 1 before passing to ML models.

Please verify the result in the below collab notebook.

https://colab.research.google.com/drive/1OoYkUMkqUWZJGqDK8HgZPSxq8DadrkA1?usp=sharing

Source: zalandoresearch/fashion-mnist