3
Scikit-learn Deep Dive
Master classical ML algorithms, evaluation, and pipelines with scikit-learn
5 lessons245 min totalintermediate
1
The Scikit-learn Workflow
Learn the end-to-end sklearn pattern: split, preprocess, train, evaluate, and tune
2 exercisesQuiz50m
2
Linear & Logistic Regression
Understand regression fundamentals, regularization techniques, and classification with logistic regression
2 exercisesQuiz45m
3
Tree-Based Models & Ensembles
Master decision trees, random forests, and gradient boosting for tabular data
2 exercisesQuiz55m
4
Clustering & Dimensionality Reduction
Learn unsupervised techniques for discovering patterns and visualizing high-dimensional data
2 exercisesQuiz45m
5
Model Evaluation & Hyperparameter Tuning
Master metrics, diagnostic tools, and advanced tuning strategies for production-ready models
2 exercisesQuiz50m