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Real-world data was messier than any textbook dataset. What I’d do differently next time: Incorporate more local language examples early in preprocessing and build a simple feedback loop for users to ...

tasnif is built and packaged with uv, but plain pip works too.

python data-science machine-learning clustering exploratory-data-analysis dimensionality-reduction country-data profiling preprocessing unsupervised-learning kmeans-clustering ...

We trained Logistic Regression models, experimented with Random Forests, ran K-Means clustering, visualized patterns with PCA, and spent a surprising amount of time convincing Python that we knew what ...