Advanced Python
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Classifying News Headlines
Text classification from bag-of-words baselines to transformer embeddings, with a careful error analysis.
Course
Advanced Python
End-to-end data science pipelines — modelling, evaluation and reproducible code.
Final projects
Advanced Python
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Clustering Music Listening Habits
Unsupervised learning on audio features to discover listener profiles, with a reproducible packaged codebase.
Advanced Python
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Predicting Housing Prices with Gradient Boosting
A full ML pipeline — feature engineering, cross-validation and model interpretation — on real estate transaction data.