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It basically achieves 90% accuracy at BBC News Articles with only 40 minutes to 1 hour iterations-training.
I suggest directly skipping to nmf_train_optimized function.

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Implementation and optimization of Non-Negative Matrix Factorization from scratch. This notebook will be great if you trying to understand, try to find out how to code it.

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