How to prune trees in Machine Learning: step by step
How to prune trees in Machine Learning to reduce overfitting and improve generalization: practical example with Decisio…
6 min
07 Oct 2026
How to build a quantile regression model in Machine Learning
Learn how to fit a quantile regression model in Machine Learning to predict conditional confidence intervals; practical…
5 min
29 Sep 2026
How to detect duplicate data in Machine Learning: step by step
How to detect duplicate data in Machine Learning to clean datasets and avoid bias; practical method with Python, pandas…
4 min
21 Sep 2026
How to detect outliers with Isolation Forest in Machine Learning
Learn how to detect outliers with Isolation Forest in Machine Learning: practical Python tutorial, step by step, with m…
5 min
13 Sep 2026
How to create a text classification model in Machine Learning
How to create a text classification model in Machine Learning: step by step with Python, scikit-learn and TF-IDF vector…
6 min
05 Sep 2026
How to detect irrelevant features with SHAP in Machine Learning
Learn how to use SHAP to identify irrelevant features in a classification/regression model and improve performance with…
4 min
28 Aug 2026
How to detect feature drift in Machine Learning: step by step
Detect feature drift in Machine Learning with Python: practical example to identify when data changes and prevent model…
5 min
20 Aug 2026
How to detect distribution shifts with Kolmogorov-Smirnov in Machine Learning
How to detect distribution shifts in Machine Learning with the Kolmogorov-Smirnov test: practical Python example to ide…
5 min
12 Aug 2026
How to forecast time series with Prophet in Machine Learning
Time series forecasting with Prophet: learn how to prepare data, train a model and generate reliable forecasts with a p…
4 min
04 Aug 2026
Detect anomalies in time series with Isolation Forest
Detect anomalies in time series with Isolation Forest in Python: a practical method to find outliers and reduce false p…
4 min
24 Jul 2026
How to do clustering with K-Means in Python (scikit-learn)
Learn how to do clustering with K-Means in Python (scikit-learn): prepare the data, scale it, choose the number of clus…
4 min
15 Jul 2026
How to Build a scikit-learn Pipeline: Step by Step
Learn how to build a scikit-learn Pipeline with ColumnTransformer, validate it without data leakage and save a model re…
4 min
13 Jul 2026