Why play matters: Shifting math from rigid drills to playful exploration helps reduce anxiety and fosters a lasting love for learning. Hands-on magic: From LEGO-based lessons to interactive museum ...
$ python train.py --epochs 10 Loading MNIST from local CSV: mnist-main/ train=54000 val=6000 test=10000 epoch 1 train_loss 0.2876 train_acc 0.9152 val_loss 0.1358 val_acc 0.9577 elapsed 1.0s epoch 2 ...
This repository demonstrates the implementation of the K-Nearest Neighbors (KNN) classification algorithm entirely from scratch using only NumPy. The model is evaluated on the standard Digits dataset.