Machine Learning
Machine Learning for Data Scientist on CareerPlane — 6 practical, sandbox-driven topics. Pick a topic to open its interactive lesson.
6 topics
6 topic pages
Topics
Regression Analysis — Linear & Logistic Regression
Professional · priority 1
machine-learningregressionlinearlogisticpredictionscikit-learn
Classification Algorithms & Model Evaluation Metrics
Professional · priority 1
machine-learningclassificationdecision-treerandom-forestaccuracyprecisionrecallf1
Feature Engineering & Selection Techniques
Professional · priority 1
machine-learningfeature-engineeringencodingscalingimputationselection
Clustering & Unsupervised Learning (K-Means / DBSCAN / Hierarchical)
Professional · priority 1
machine-learningclusteringk-meansdbscanunsupervisedsegmentation
XGBoost & Gradient Boosting (Ensemble Methods)
Professional · priority 1
machine-learningxgboostgradient-boostingensemblehyperparameter-tuning
Model Explainability — SHAP & LIME for Interpretable AI
Professional · priority 2
machine-learningshaplimeexplainabilityinterpretable-aifairness
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